{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e52522b2",
   "metadata": {},
   "source": [
    "## 猎聘完整实践"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36f6b49c",
   "metadata": {},
   "source": [
    "### 1、准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "795cab7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "61799469",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 2,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=4819b1c0bead52c029097d9eefbb7d50; __gc_id=e226b134e1d44098b9bb5c7f09571d2d; __uuid=1680244858944.45; XSRF-TOKEN=1zw8kP3xQlalshZzCdWQqA; _ga=GA1.1.52473062.1682058884; __tlog=1682058896884.04%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680244862,1680850102,1682058899; UniqueKey=a8eaf1006d15b5396bc56763ae71c6f2; liepin_login_valid=0; lt_auth=7%2BwLbnINygj%2BtyXQ22Vb7PtMjtL8Umqfp3wJgEoJhYDtCfO24P%2FmQA%2BFqrMF%2BCoIqxt1dP4zMLb2N%2Bj7wHNO7EMR%2FlGkkIC0uuW52WEBTORcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; need_bind_tel=false; new_user=true; c_flag=68347f07061e4c9bf7662fd9cd330a94; user_photo=5f8fa3baf6d1ab58476f324908u.png; user_name=%E8%A2%81%E7%8E%89%E5%A9%B7; inited_user=4819b1c0bead52c029097d9eefbb7d50; imClientId=1514d04033c003dee8be90c14d6eee25; imId=1514d04033c003de436782137dc4a5ee; imClientId_0=1514d04033c003dee8be90c14d6eee25; imId_0=1514d04033c003de436782137dc4a5ee; imApp_0=1; __session_seq=9; __uv_seq=9; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682060927; acw_tc=276077d216820609263172886e8f8aa3bd296a2fd315ea8c8d50e25bd74ee3; fe_im_socketSequence_new_0=3_3_3; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_a8eaf1006d15b5396bc56763ae71c6f2%22%3A%7B%22socketConnect%22%3A%221%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1682058884.1.1.1682062254.0.0.0',    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'e1529f8f-7650-431b-ac0c-432c4eeb4e5e',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b68e3f0",
   "metadata": {},
   "source": [
    "### 获取单页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "47295236",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2246933161%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '融资未公开', 'compLogo': '63f45c6686f93e07bbf91a9206u.png', 'compName': '广州市佳启智能科技有限责任公司', 'compId': 13087493, 'compScale': '1-49人', 'link': 'https://www.liepin.com/company/13087493/', 'compIndustry': '智能硬件'}, 'job': {'labels': ['AI人工智能产品'], 'salary': '13-18k', 'dq': '广州-黄埔区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '46933161', 'refreshTime': '20220211104007', 'title': '机器人产品经理', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=0', 'link': 'https://www.liepin.com/job/1946933161.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '袁先生', 'recruiterTitle': '大客户销售总监', 'recruiterId': '954456867dc96377ff6380caf52661eb', 'chatted': False, 'imId': 'b8f45bcd67fe5a5314c33c05749ae593', 'imUserType': '2', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'dataParams': '{\"recruiterName\":\"袁先生\",\"jobId\":\"46933161\",\"imId\":\"b8f45bcd67fe5a5314c33c05749ae593\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"954456867dc96377ff6380caf52661eb\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2248245091%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': 'A轮', 'compLogo': '5f1536ba639c83538673ecc305u.jpg', 'compName': '上海若古', 'compId': 9748869, 'compScale': '50-99人', 'link': 'https://www.liepin.com/company/9748869/', 'compIndustry': '互联网'}, 'job': {'labels': ['增长产品', '直播', '产品规划'], 'salary': '20-40k·14薪', 'dq': '广州-天河区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '48245091', 'refreshTime': '20220321165121', 'title': '用户产品经理（用户增长）', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=1', 'link': 'https://www.liepin.com/job/1948245091.shtml', 'requireEduLevel': '统招本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '施女士', 'recruiterTitle': '人事', 'recruiterId': '053c9fb109c37485ae450d20e8a8f1b1', 'chatted': False, 'imId': 'fb736dc97c3889fdf4d86ae938b4bcb8', 'imUserType': '2', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'dataParams': '{\"recruiterName\":\"施女士\",\"jobId\":\"48245091\",\"imId\":\"fb736dc97c3889fdf4d86ae938b4bcb8\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"053c9fb109c37485ae450d20e8a8f1b1\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2247093443%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': 'A轮', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '墨斗科技', 'compId': 9927767, 'compScale': '50-99人', 'link': 'https://www.liepin.com/company/9927767/', 'compIndustry': '互联网'}, 'job': {'labels': ['SaaS产品', '产品规划', '产品优化', 'to B'], 'salary': '10-15k', 'dq': '广州', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '47093443', 'refreshTime': '20220215205140', 'title': '高级产品经理', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=2', 'link': 'https://www.liepin.com/job/1947093443.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '龙先生', 'recruiterTitle': '产品负责人', 'recruiterId': '3958660944f868444e71378e66863723', 'chatted': False, 'imId': 'bcd19d77fa6bc82a81f8dffd8c5b008c', 'imUserType': '2', 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}, 'dataParams': '{\"recruiterName\":\"龙先生\",\"jobId\":\"47093443\",\"imId\":\"bcd19d77fa6bc82a81f8dffd8c5b008c\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"3958660944f868444e71378e66863723\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2239737515%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compName': '广发证券股份有限公司广州分公司', 'compId': 9874217, 'compScale': '2000-5000人', 'link': 'https://www.liepin.com/company/9874217/', 'compIndustry': '基金/证券/期货'}, 'job': {'labels': [], 'salary': '4-9k', 'dq': '广州-花都区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '39737515', 'refreshTime': '20210602105954', 'title': '金融产品经理-社招', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=3', 'link': 'https://www.liepin.com/job/1939737515.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '合规、综合', 'recruiterId': '97ea26ecf34c6048ff1643acbc81437d', 'chatted': False, 'imId': '19e88aa69e9cd6cccefc0e440455247a', 'imUserType': '2', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataParams': '{\"recruiterName\":\"陈女士\",\"jobId\":\"39737515\",\"imId\":\"19e88aa69e9cd6cccefc0e440455247a\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"97ea26ecf34c6048ff1643acbc81437d\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2219502661%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '广州长弓浪博网络科技有限公司', 'compId': 9337079, 'compScale': '1-49人', 'link': 'https://www.liepin.com/company/9337079/', 'compIndustry': '贸易/进出口'}, 'job': {'labels': [], 'salary': '5-10k', 'dq': '广州-增城区', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'jobId': '19502661', 'refreshTime': '20190522112741', 'title': '亚马逊外贸电商产品经理', 'jobKind': '2', 'advViewFlag': False, 'dataPromId': 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'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "be67d440",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
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       "      <th>comp.compId</th>\n",
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       "      <th>comp.compIndustry</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
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       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
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       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>job.campusJobKind</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
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       "      <td>{\"recruiterName\":\"袁先生\",\"jobId\":\"46933161\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>63f45c6686f93e07bbf91a9206u.png</td>\n",
       "      <td>广州市佳启智能科技有限责任公司</td>\n",
       "      <td>13087493</td>\n",
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       "      <td>智能硬件</td>\n",
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       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>袁先生</td>\n",
       "      <td>大客户销售总监</td>\n",
       "      <td>954456867dc96377ff6380caf52661eb</td>\n",
       "      <td>False</td>\n",
       "      <td>b8f45bcd67fe5a5314c33c05749ae593</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"施女士\",\"jobId\":\"48245091\",\"imI...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>5f1536ba639c83538673ecc305u.jpg</td>\n",
       "      <td>上海若古</td>\n",
       "      <td>9748869</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9748869/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[增长产品, 直播, 产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>施女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>053c9fb109c37485ae450d20e8a8f1b1</td>\n",
       "      <td>False</td>\n",
       "      <td>fb736dc97c3889fdf4d86ae938b4bcb8</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"龙先生\",\"jobId\":\"47093443\",\"imI...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>墨斗科技</td>\n",
       "      <td>9927767</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9927767/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[SaaS产品, 产品规划, 产品优化, to B]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>龙先生</td>\n",
       "      <td>产品负责人</td>\n",
       "      <td>3958660944f868444e71378e66863723</td>\n",
       "      <td>False</td>\n",
       "      <td>bcd19d77fa6bc82a81f8dffd8c5b008c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"39737515\",\"imI...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>合规、综合</td>\n",
       "      <td>97ea26ecf34c6048ff1643acbc81437d</td>\n",
       "      <td>False</td>\n",
       "      <td>19e88aa69e9cd6cccefc0e440455247a</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"徐女士\",\"jobId\":\"19502661\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州长弓浪博网络科技有限公司</td>\n",
       "      <td>9337079</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/9337079/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>8830efac0af69da8bea683564b917f86</td>\n",
       "      <td>False</td>\n",
       "      <td>95533f1fb11a178d8d1ff84e0a6c6898</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"周先生\",\"jobId\":\"45647945\",\"imI...</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>5948f6cf70320c7ee1a312fc04a.jpg</td>\n",
       "      <td>希沃</td>\n",
       "      <td>8955108</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8955108/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[高教 硬件 产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>周先生</td>\n",
       "      <td>总监</td>\n",
       "      <td>035019597e87d5ef086c23f9697d1904</td>\n",
       "      <td>False</td>\n",
       "      <td>1f3f288eab588bce947e89eb780464e7</td>\n",
       "      <td>2</td>\n",
       "      <td>61b86c40e24e9163b57e2e6907u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"薛先生\",\"jobId\":\"24454421\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州云的家科技有限公司</td>\n",
       "      <td>10240527</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/10240527/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>薛先生</td>\n",
       "      <td>人事总监</td>\n",
       "      <td>4f4a545485218a9f555cd6b6f6cbe565</td>\n",
       "      <td>False</td>\n",
       "      <td>5076a26f8373e2c16bc971ec2e264ed1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"许先生\",\"jobId\":\"40091289\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州善谦科技有限公司</td>\n",
       "      <td>12791027</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12791027/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[需求分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>许先生</td>\n",
       "      <td>android高级研发工程师</td>\n",
       "      <td>8f4b7476a447bf86852bf358596ad554</td>\n",
       "      <td>False</td>\n",
       "      <td>c41c73918c28ede461a8485668ee84be</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"黄先生\",\"jobId\":\"39818375\",\"imI...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[证券从业资格]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>营销总监</td>\n",
       "      <td>d600d503cd3a9df9d5214301d45b743e</td>\n",
       "      <td>False</td>\n",
       "      <td>e27ada3ab128e79a7b84ec3c657ae83b</td>\n",
       "      <td>2</td>\n",
       "      <td>60b87a1ea050d5186c9fb92202u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"韦女士\",\"jobId\":\"28564617\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广东阳健医疗科技有限公司</td>\n",
       "      <td>12253715</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12253715/</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>[医疗器械, 医疗保健, 医学、护理]</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>韦女士</td>\n",
       "      <td>会计</td>\n",
       "      <td>1ac86cfbdfb00565519543b746cdb440</td>\n",
       "      <td>False</td>\n",
       "      <td>3d523f070d1cc3704383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"江先生\",\"jobId\":\"52847465\",\"imI...</td>\n",
       "      <td>其他</td>\n",
       "      <td>633290cddafae3366ea99fb505u.jpg</td>\n",
       "      <td>广东弘高创意咨询有限公司</td>\n",
       "      <td>13320439</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13320439/</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>江先生</td>\n",
       "      <td>副总裁/副总经理</td>\n",
       "      <td>3ea27fc77ecf5b1530ceaa39066c15df</td>\n",
       "      <td>False</td>\n",
       "      <td>885041870f194d7a649c553ff84e776e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"44150485\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州然信医药科技有限公司</td>\n",
       "      <td>9834971</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/9834971/</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>[市场营销, 医药产品经理]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>李先生</td>\n",
       "      <td>市场部经理</td>\n",
       "      <td>6e8e0c4baf3ae16cd14b060019b3c6e5</td>\n",
       "      <td>False</td>\n",
       "      <td>c084cb4172383b8dac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>5bee7f708e502d5786100e8304a.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"潘女士\",\"jobId\":\"33277845\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州亿意互联网信息科技有限公司</td>\n",
       "      <td>12272049</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12272049/</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>[金融理财/贷款, 金融行业]</td>\n",
       "      <td>...</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>潘女士</td>\n",
       "      <td>股东</td>\n",
       "      <td>0bd38f892f4019777ae2c0b56400c9be</td>\n",
       "      <td>False</td>\n",
       "      <td>9301ee12f680cf4b062c1b1ee9c7454d</td>\n",
       "      <td>2</td>\n",
       "      <td>5fa64b0a930a7616c5f637b507u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobId\":\"21198283\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州裕泰投资咨询有限公司</td>\n",
       "      <td>9637997</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/9637997/</td>\n",
       "      <td>银行</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>张先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>2f6eb0852b80faae3fa3e3ee06f1978a</td>\n",
       "      <td>False</td>\n",
       "      <td>e015d0bb13d9a70cad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"43505951\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州民银按揭信息服务有限公司</td>\n",
       "      <td>12945407</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12945407/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>电话销售</td>\n",
       "      <td>a15b40da34c89358e3b5a5c62f6d3ab0</td>\n",
       "      <td>False</td>\n",
       "      <td>7d12bca9f5378fd8940b11b3bfc894fa</td>\n",
       "      <td>2</td>\n",
       "      <td>614d4634cf573a7246685ce701u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"郑女士\",\"jobId\":\"27511515\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea24574719d2aa34c51ce03a.png</td>\n",
       "      <td>天石</td>\n",
       "      <td>8829061</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8829061/</td>\n",
       "      <td>房地产租赁/中介</td>\n",
       "      <td>[运营战略规划, 推广策略, 电商运营]</td>\n",
       "      <td>...</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>人事行政经理</td>\n",
       "      <td>2e7becdc1174682533e3b4523cfd9944</td>\n",
       "      <td>False</td>\n",
       "      <td>eac9a5c0ff3caa0faaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"邓先生\",\"jobId\":\"38514487\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>华弘咨询(广州)有限公司</td>\n",
       "      <td>12709739</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12709739/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>邓先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>24011920f5b196f3f6510089f14458e6</td>\n",
       "      <td>False</td>\n",
       "      <td>cbb271d4611179bbd6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"谢先生\",\"jobId\":\"26110817\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>阿克苏珍玉果电子商务有限公司</td>\n",
       "      <td>12156071</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12156071/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>[搜索产品, 数据产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>谢先生</td>\n",
       "      <td>反欺诈副经理</td>\n",
       "      <td>d1d7f54c9ae9d50e1bc4f2587fc9dc75</td>\n",
       "      <td>False</td>\n",
       "      <td>f08ccf43c77fd26c9f90a7bcfdb96d0e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"黎女士\",\"jobId\":\"37577623\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州市百盛一方科技有限公司</td>\n",
       "      <td>12596037</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12596037/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[原料采购, 供应链管理, 物资采购, 采购管理, 辅料采购]</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>黎女士</td>\n",
       "      <td>主管</td>\n",
       "      <td>d0b052ccc5fdcd5d0bcc359102e30115</td>\n",
       "      <td>False</td>\n",
       "      <td>f60c7f4bef94c8a267766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>603e442fc2d67e3dce0f7fcd04u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"杨先生\",\"jobId\":\"29107651\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>佛山市德和信即刻来餐饮管理有限公司</td>\n",
       "      <td>9710893</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/9710893/</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>[硬件产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>杨先生</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>170f1be552884e13e226f3d61eae6d34</td>\n",
       "      <td>False</td>\n",
       "      <td>dbf22a564a4a7ad11b4fb320fc878e26</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"谢先生\",\"jobId\":\"57809455\",\"imI...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>谢先生</td>\n",
       "      <td>广州花都紫薇路营业部总经理</td>\n",
       "      <td>64cf073a57a80b44441cb1c2586e9b1c</td>\n",
       "      <td>False</td>\n",
       "      <td>afb05af2ac516e7658bd3a217be05b4d</td>\n",
       "      <td>2</td>\n",
       "      <td>6438ea675f781e5cf71ee9ba04u.jpeg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"沈先生\",\"jobId\":\"56486087\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>7932064</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[生物制药, 医学检验, 测试片, easyID, 采样拭子, 产品经理]</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>沈先生</td>\n",
       "      <td></td>\n",
       "      <td>ae6a5bf4b06beb2b457e7f983c55ba6d</td>\n",
       "      <td>False</td>\n",
       "      <td>ec4fcc80107de85b626cd406b14d2b76</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"饶先生\",\"jobId\":\"55853183\",\"imI...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>1421537</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[模块开发, IT/信息化领域, 系统开发]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>False</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"郎女士\",\"jobId\":\"49672957\",\"imI...</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>5fd03c23b379773c7f5cadf203u.png</td>\n",
       "      <td>赛基生物</td>\n",
       "      <td>12196661</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12196661/</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>[市场策划, 活动策划, 市场推广]</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>郎女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>a2c0cead8ce973be7175822d71c97e09</td>\n",
       "      <td>False</td>\n",
       "      <td>541dfdd825d29fc067766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"吴先生\",\"jobId\":\"51536419\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61c1924e642c8c0bf718876205u.png</td>\n",
       "      <td>广金征信</td>\n",
       "      <td>12447389</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12447389/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>负责人</td>\n",
       "      <td>de4613ebecf2f45dd627e65d94613e3b</td>\n",
       "      <td>False</td>\n",
       "      <td>75f49d3ebef66b04a8f5ce52e9265bac</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"林女士\",\"jobId\":\"52074067\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州际洲贸易有限公司</td>\n",
       "      <td>12638043</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12638043/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>[文字编辑, 医美编辑, 医药编辑, 文案编辑, 医学文献编辑, 医学文献检索, 药学文献检...</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>林女士</td>\n",
       "      <td>首席执行官CEO/总裁/总经理</td>\n",
       "      <td>f92d451d202af926114a102d1b3750ed</td>\n",
       "      <td>False</td>\n",
       "      <td>3f41fbff39d1a239966d2c65245014c5</td>\n",
       "      <td>2</td>\n",
       "      <td>623182379119f1177ae9019f03u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"沈先生\",\"jobId\":\"56486111\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>7932064</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[微生物, 细胞耗材, 市场调研分析, 宣传推广, 目标制定分解, 标杆客户开拓]</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>沈先生</td>\n",
       "      <td></td>\n",
       "      <td>ae6a5bf4b06beb2b457e7f983c55ba6d</td>\n",
       "      <td>False</td>\n",
       "      <td>ec4fcc80107de85b626cd406b14d2b76</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"沈先生\",\"jobId\":\"56486073\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>7932064</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[市场调研, to B, 产品规划, 医疗行业, 化妆品, 消费品]</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>沈先生</td>\n",
       "      <td></td>\n",
       "      <td>ae6a5bf4b06beb2b457e7f983c55ba6d</td>\n",
       "      <td>False</td>\n",
       "      <td>ec4fcc80107de85b626cd406b14d2b76</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobId\":\"49810501\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5e69dcfc5a1a60079d468ede05u.jpg</td>\n",
       "      <td>东软医疗系统股份有限公司</td>\n",
       "      <td>8750407</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8750407/</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>[医疗器械产品经理]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>张先生</td>\n",
       "      <td>大区经理</td>\n",
       "      <td>040c04108a982db105aa9e40ff6438fc</td>\n",
       "      <td>False</td>\n",
       "      <td>7ff8b743eeca2c744f3475fd061985f8</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"朱女士\",\"jobId\":\"49819711\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州妃珠生物科技有限公司</td>\n",
       "      <td>13220879</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13220879/</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>[化妆品, 产品规划, 需求分析, 直播/视频产品, 市场调研, 供应链产品, 内容产品, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>助理总经理/总经理助理(高管级)</td>\n",
       "      <td>ec35a4c72e2c55a470d9b62726969fec</td>\n",
       "      <td>False</td>\n",
       "      <td>ae5c25fe6b438a7713d8a6ef9551fb50</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"沈先生\",\"jobId\":\"56486103\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>7932064</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[微生物仪器, 产品宣传, 目标制定分解, 标杆客户开拓, 市场调研]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>沈先生</td>\n",
       "      <td></td>\n",
       "      <td>ae6a5bf4b06beb2b457e7f983c55ba6d</td>\n",
       "      <td>False</td>\n",
       "      <td>ec4fcc80107de85b626cd406b14d2b76</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"罗先生\",\"jobId\":\"34228423\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市前海美银互联基金管理有限公司</td>\n",
       "      <td>9659479</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/9659479/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[客户管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>罗先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>a9a97e821f196f1a5c719e14475dd69c</td>\n",
       "      <td>False</td>\n",
       "      <td>810be093c64517cfe030375514342674</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"农女士\",\"jobId\":\"54831483\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州怪力视效网络科技有限公司</td>\n",
       "      <td>12549455</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12549455/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[项目助理]</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>农女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>480a7ba878c313954b2faace344e5dde</td>\n",
       "      <td>False</td>\n",
       "      <td>d716010b1fa58724946ec508e6feca67</td>\n",
       "      <td>2</td>\n",
       "      <td>638d6b2034e8df2c1c6480bc02u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"茹女士\",\"jobId\":\"41269345\",\"imI...</td>\n",
       "      <td>C轮</td>\n",
       "      <td>5cbea68d9fae687d4331595302u.png</td>\n",
       "      <td>慕恩生物</td>\n",
       "      <td>9945125</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9945125/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[产品运营能力, 农业相关专业, 微生物学, 产品经理]</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>茹女士</td>\n",
       "      <td>慕恩（广州）生物科技有限公司 HR</td>\n",
       "      <td>3128fb1cb5be4dfaaeb36a4f8cecf388</td>\n",
       "      <td>False</td>\n",
       "      <td>e72681864a0302540c6b280bb9c3d043</td>\n",
       "      <td>2</td>\n",
       "      <td>642a76728d084a54d9b457e801u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"林女士\",\"jobId\":\"54717851\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州际洲贸易有限公司</td>\n",
       "      <td>12638043</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12638043/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>[化妆品, 团队管理, 用户研究]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>林女士</td>\n",
       "      <td>首席执行官CEO/总裁/总经理</td>\n",
       "      <td>f92d451d202af926114a102d1b3750ed</td>\n",
       "      <td>False</td>\n",
       "      <td>3f41fbff39d1a239966d2c65245014c5</td>\n",
       "      <td>2</td>\n",
       "      <td>623182379119f1177ae9019f03u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"王先生\",\"jobId\":\"25435053\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>天宫造物(广州)设计有限责任公司</td>\n",
       "      <td>10235001</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/10235001/</td>\n",
       "      <td>室内娱乐</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>e94cf48fe3bcbd1f6ab11fbf2c073a2f</td>\n",
       "      <td>False</td>\n",
       "      <td>07c16b13c20044950e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"27190927\",\"imI...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[证券从业资格证]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>6176aace3f3633fa3bb4f8cf0ba4ea07</td>\n",
       "      <td>False</td>\n",
       "      <td>4a32f13c49d4fe58a8576116ff288909</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"44828641\",\"imI...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州亿创医药科技有限公司</td>\n",
       "      <td>8092706</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/8092706/</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>[医学应届毕业生, 医疗耗材, 医生]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>李女士</td>\n",
       "      <td>运营总监</td>\n",
       "      <td>ff92d1ab96ba49dd571c0ab6598cb507</td>\n",
       "      <td>False</td>\n",
       "      <td>2aa95d7ff9717c4b835da8f121f93219</td>\n",
       "      <td>2</td>\n",
       "      <td>61a47ad8e8c656539de018ca08u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"邱先生\",\"jobId\":\"39658539\",\"imI...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>9874217</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[证券从业资格]</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>邱先生</td>\n",
       "      <td>营销总监</td>\n",
       "      <td>686c068f93c6d8499371f4aefbbac731</td>\n",
       "      <td>False</td>\n",
       "      <td>8ba0e002f3da865a0e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"52174999\",\"imI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6030a6c1701c060c94ace27002u.png</td>\n",
       "      <td>联通(广东)产业互联网有限公司</td>\n",
       "      <td>9095103</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9095103/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[硕士, 产品运营, 云计算/大数据, 数据运营, 人工智能, 平台运营, 数据分析, IT...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>李先生</td>\n",
       "      <td>人力资源经理/主管</td>\n",
       "      <td>ec9218078fe56078643873581a669533</td>\n",
       "      <td>False</td>\n",
       "      <td>ee8ece450dc970726dadb487287a091a</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "\n",
       "                                           dataParams comp.compStage  \\\n",
       "0   {\"recruiterName\":\"袁先生\",\"jobId\":\"46933161\",\"imI...          融资未公开   \n",
       "1   {\"recruiterName\":\"施女士\",\"jobId\":\"48245091\",\"imI...             A轮   \n",
       "2   {\"recruiterName\":\"龙先生\",\"jobId\":\"47093443\",\"imI...             A轮   \n",
       "3   {\"recruiterName\":\"陈女士\",\"jobId\":\"39737515\",\"imI...           港股上市   \n",
       "4   {\"recruiterName\":\"徐女士\",\"jobId\":\"19502661\",\"imI...            NaN   \n",
       "5   {\"recruiterName\":\"周先生\",\"jobId\":\"45647945\",\"imI...           战略投资   \n",
       "6   {\"recruiterName\":\"薛先生\",\"jobId\":\"24454421\",\"imI...            NaN   \n",
       "7   {\"recruiterName\":\"许先生\",\"jobId\":\"40091289\",\"imI...            NaN   \n",
       "8   {\"recruiterName\":\"黄先生\",\"jobId\":\"39818375\",\"imI...           港股上市   \n",
       "9   {\"recruiterName\":\"韦女士\",\"jobId\":\"28564617\",\"imI...          融资未公开   \n",
       "10  {\"recruiterName\":\"江先生\",\"jobId\":\"52847465\",\"imI...             其他   \n",
       "11  {\"recruiterName\":\"李先生\",\"jobId\":\"44150485\",\"imI...          融资未公开   \n",
       "12  {\"recruiterName\":\"潘女士\",\"jobId\":\"33277845\",\"imI...            NaN   \n",
       "13  {\"recruiterName\":\"张先生\",\"jobId\":\"21198283\",\"imI...            NaN   \n",
       "14  {\"recruiterName\":\"陈女士\",\"jobId\":\"43505951\",\"imI...            NaN   \n",
       "15  {\"recruiterName\":\"郑女士\",\"jobId\":\"27511515\",\"imI...            NaN   \n",
       "16  {\"recruiterName\":\"邓先生\",\"jobId\":\"38514487\",\"imI...            NaN   \n",
       "17  {\"recruiterName\":\"谢先生\",\"jobId\":\"26110817\",\"imI...            NaN   \n",
       "18  {\"recruiterName\":\"黎女士\",\"jobId\":\"37577623\",\"imI...            NaN   \n",
       "19  {\"recruiterName\":\"杨先生\",\"jobId\":\"29107651\",\"imI...            NaN   \n",
       "20  {\"recruiterName\":\"谢先生\",\"jobId\":\"57809455\",\"imI...           港股上市   \n",
       "21  {\"recruiterName\":\"沈先生\",\"jobId\":\"56486087\",\"imI...          融资未公开   \n",
       "22  {\"recruiterName\":\"饶先生\",\"jobId\":\"55853183\",\"imI...            已上市   \n",
       "23  {\"recruiterName\":\"郎女士\",\"jobId\":\"49672957\",\"imI...           战略投资   \n",
       "24  {\"recruiterName\":\"吴先生\",\"jobId\":\"51536419\",\"imI...            NaN   \n",
       "25  {\"recruiterName\":\"林女士\",\"jobId\":\"52074067\",\"imI...          融资未公开   \n",
       "26  {\"recruiterName\":\"沈先生\",\"jobId\":\"56486111\",\"imI...          融资未公开   \n",
       "27  {\"recruiterName\":\"沈先生\",\"jobId\":\"56486073\",\"imI...          融资未公开   \n",
       "28  {\"recruiterName\":\"张先生\",\"jobId\":\"49810501\",\"imI...            NaN   \n",
       "29  {\"recruiterName\":\"朱女士\",\"jobId\":\"49819711\",\"imI...            NaN   \n",
       "30  {\"recruiterName\":\"沈先生\",\"jobId\":\"56486103\",\"imI...          融资未公开   \n",
       "31  {\"recruiterName\":\"罗先生\",\"jobId\":\"34228423\",\"imI...            NaN   \n",
       "32  {\"recruiterName\":\"农女士\",\"jobId\":\"54831483\",\"imI...            NaN   \n",
       "33  {\"recruiterName\":\"茹女士\",\"jobId\":\"41269345\",\"imI...             C轮   \n",
       "34  {\"recruiterName\":\"林女士\",\"jobId\":\"54717851\",\"imI...          融资未公开   \n",
       "35  {\"recruiterName\":\"王先生\",\"jobId\":\"25435053\",\"imI...            NaN   \n",
       "36  {\"recruiterName\":\"陈女士\",\"jobId\":\"27190927\",\"imI...           港股上市   \n",
       "37  {\"recruiterName\":\"李女士\",\"jobId\":\"44828641\",\"imI...          融资未公开   \n",
       "38  {\"recruiterName\":\"邱先生\",\"jobId\":\"39658539\",\"imI...           港股上市   \n",
       "39  {\"recruiterName\":\"李先生\",\"jobId\":\"52174999\",\"imI...            NaN   \n",
       "\n",
       "                      comp.compLogo      comp.compName  comp.compId  \\\n",
       "0   63f45c6686f93e07bbf91a9206u.png    广州市佳启智能科技有限责任公司     13087493   \n",
       "1   5f1536ba639c83538673ecc305u.jpg               上海若古      9748869   \n",
       "2   61b07937d0458d53c627567e02u.jpg               墨斗科技      9927767   \n",
       "3   60ab7b474005a2070875f99702u.png    广发证券股份有限公司广州分公司      9874217   \n",
       "4   61b07937d0458d53c627567e02u.jpg     广州长弓浪博网络科技有限公司      9337079   \n",
       "5   5948f6cf70320c7ee1a312fc04a.jpg                 希沃      8955108   \n",
       "6   61b07937d0458d53c627567e02u.jpg        广州云的家科技有限公司     10240527   \n",
       "7   61b07937d0458d53c627567e02u.jpg         广州善谦科技有限公司     12791027   \n",
       "8   60ab7b474005a2070875f99702u.png    广发证券股份有限公司广州分公司      9874217   \n",
       "9   61b07937d0458d53c627567e02u.jpg       广东阳健医疗科技有限公司     12253715   \n",
       "10  633290cddafae3366ea99fb505u.jpg       广东弘高创意咨询有限公司     13320439   \n",
       "11  61b07937d0458d53c627567e02u.jpg       广州然信医药科技有限公司      9834971   \n",
       "12  61b07937d0458d53c627567e02u.jpg    广州亿意互联网信息科技有限公司     12272049   \n",
       "13  61b07937d0458d53c627567e02u.jpg       广州裕泰投资咨询有限公司      9637997   \n",
       "14  61b07937d0458d53c627567e02u.jpg     广州民银按揭信息服务有限公司     12945407   \n",
       "15  5bfea24574719d2aa34c51ce03a.png                 天石      8829061   \n",
       "16  61b07937d0458d53c627567e02u.jpg       华弘咨询(广州)有限公司     12709739   \n",
       "17  61b07937d0458d53c627567e02u.jpg     阿克苏珍玉果电子商务有限公司     12156071   \n",
       "18  61b07937d0458d53c627567e02u.jpg      广州市百盛一方科技有限公司     12596037   \n",
       "19  61b07937d0458d53c627567e02u.jpg  佛山市德和信即刻来餐饮管理有限公司      9710893   \n",
       "20  60ab7b474005a2070875f99702u.png    广发证券股份有限公司广州分公司      9874217   \n",
       "21  5bfe8edd74719d35745a548603a.png      广东环凯微生物科技有限公司      7932064   \n",
       "22  5bfea33774719d2aa34c7eb903a.png               广发证券      1421537   \n",
       "23  5fd03c23b379773c7f5cadf203u.png               赛基生物     12196661   \n",
       "24  61c1924e642c8c0bf718876205u.png               广金征信     12447389   \n",
       "25  61b07937d0458d53c627567e02u.jpg         广州际洲贸易有限公司     12638043   \n",
       "26  5bfe8edd74719d35745a548603a.png      广东环凯微生物科技有限公司      7932064   \n",
       "27  5bfe8edd74719d35745a548603a.png      广东环凯微生物科技有限公司      7932064   \n",
       "28  5e69dcfc5a1a60079d468ede05u.jpg       东软医疗系统股份有限公司      8750407   \n",
       "29  61b07937d0458d53c627567e02u.jpg       广州妃珠生物科技有限公司     13220879   \n",
       "30  5bfe8edd74719d35745a548603a.png      广东环凯微生物科技有限公司      7932064   \n",
       "31  61b07937d0458d53c627567e02u.jpg  深圳市前海美银互联基金管理有限公司      9659479   \n",
       "32  61b07937d0458d53c627567e02u.jpg     广州怪力视效网络科技有限公司     12549455   \n",
       "33  5cbea68d9fae687d4331595302u.png               慕恩生物      9945125   \n",
       "34  61b07937d0458d53c627567e02u.jpg         广州际洲贸易有限公司     12638043   \n",
       "35  61b07937d0458d53c627567e02u.jpg   天宫造物(广州)设计有限责任公司     10235001   \n",
       "36  60ab7b474005a2070875f99702u.png    广发证券股份有限公司广州分公司      9874217   \n",
       "37  61b07937d0458d53c627567e02u.jpg       广州亿创医药科技有限公司      8092706   \n",
       "38  60ab7b474005a2070875f99702u.png    广发证券股份有限公司广州分公司      9874217   \n",
       "39  6030a6c1701c060c94ace27002u.png    联通(广东)产业互联网有限公司      9095103   \n",
       "\n",
       "   comp.compScale                                 comp.link comp.compIndustry  \\\n",
       "0           1-49人  https://www.liepin.com/company/13087493/              智能硬件   \n",
       "1          50-99人   https://www.liepin.com/company/9748869/               互联网   \n",
       "2          50-99人   https://www.liepin.com/company/9927767/               互联网   \n",
       "3      2000-5000人   https://www.liepin.com/company/9874217/          基金/证券/期货   \n",
       "4           1-49人   https://www.liepin.com/company/9337079/            贸易/进出口   \n",
       "5      2000-5000人   https://www.liepin.com/company/8955108/               互联网   \n",
       "6           1-49人  https://www.liepin.com/company/10240527/             计算机软件   \n",
       "7           1-49人  https://www.liepin.com/company/12791027/               NaN   \n",
       "8      2000-5000人   https://www.liepin.com/company/9874217/          基金/证券/期货   \n",
       "9           1-49人  https://www.liepin.com/company/12253715/              培训服务   \n",
       "10         50-99人  https://www.liepin.com/company/13320439/           其他商务服务业   \n",
       "11          1-49人   https://www.liepin.com/company/9834971/              医疗机构   \n",
       "12         50-99人  https://www.liepin.com/company/12272049/              培训服务   \n",
       "13          1-49人   https://www.liepin.com/company/9637997/                银行   \n",
       "14          1-49人  https://www.liepin.com/company/12945407/            专业技术服务   \n",
       "15       100-499人   https://www.liepin.com/company/8829061/          房地产租赁/中介   \n",
       "16          1-49人  https://www.liepin.com/company/12709739/            专业技术服务   \n",
       "17          1-49人  https://www.liepin.com/company/12156071/             批发/零售   \n",
       "18          1-49人  https://www.liepin.com/company/12596037/             计算机软件   \n",
       "19          1-49人   https://www.liepin.com/company/9710893/             酒店/民宿   \n",
       "20     2000-5000人   https://www.liepin.com/company/9874217/          基金/证券/期货   \n",
       "21       100-499人   https://www.liepin.com/company/7932064/                制药   \n",
       "22    5000-10000人   https://www.liepin.com/company/1421537/          基金/证券/期货   \n",
       "23       100-499人  https://www.liepin.com/company/12196661/              医疗器械   \n",
       "24         50-99人  https://www.liepin.com/company/12447389/            专业技术服务   \n",
       "25       100-499人  https://www.liepin.com/company/12638043/            贸易/进出口   \n",
       "26       100-499人   https://www.liepin.com/company/7932064/                制药   \n",
       "27       100-499人   https://www.liepin.com/company/7932064/                制药   \n",
       "28     2000-5000人   https://www.liepin.com/company/8750407/              医疗器械   \n",
       "29          1-49人  https://www.liepin.com/company/13220879/              培训服务   \n",
       "30       100-499人   https://www.liepin.com/company/7932064/                制药   \n",
       "31          1-49人   https://www.liepin.com/company/9659479/          基金/证券/期货   \n",
       "32         50-99人  https://www.liepin.com/company/12549455/             计算机软件   \n",
       "33       100-499人   https://www.liepin.com/company/9945125/                制药   \n",
       "34       100-499人  https://www.liepin.com/company/12638043/            贸易/进出口   \n",
       "35          1-49人  https://www.liepin.com/company/10235001/              室内娱乐   \n",
       "36     2000-5000人   https://www.liepin.com/company/9874217/          基金/证券/期货   \n",
       "37          1-49人   https://www.liepin.com/company/8092706/              培训服务   \n",
       "38     2000-5000人   https://www.liepin.com/company/9874217/          基金/证券/期货   \n",
       "39     1000-2000人   https://www.liepin.com/company/9095103/               互联网   \n",
       "\n",
       "                                           job.labels  ...  \\\n",
       "0                                          [AI人工智能产品]  ...   \n",
       "1                                    [增长产品, 直播, 产品规划]  ...   \n",
       "2                          [SaaS产品, 产品规划, 产品优化, to B]  ...   \n",
       "3                                                  []  ...   \n",
       "4                                                  []  ...   \n",
       "5                                          [高教 硬件 产品]  ...   \n",
       "6                                                  []  ...   \n",
       "7                                              [需求分析]  ...   \n",
       "8                                            [证券从业资格]  ...   \n",
       "9                                 [医疗器械, 医疗保健, 医学、护理]  ...   \n",
       "10                                                 []  ...   \n",
       "11                                     [市场营销, 医药产品经理]  ...   \n",
       "12                                    [金融理财/贷款, 金融行业]  ...   \n",
       "13                                                 []  ...   \n",
       "14                                             [金融产品]  ...   \n",
       "15                               [运营战略规划, 推广策略, 电商运营]  ...   \n",
       "16                                             [金融产品]  ...   \n",
       "17                                       [搜索产品, 数据产品]  ...   \n",
       "18                    [原料采购, 供应链管理, 物资采购, 采购管理, 辅料采购]  ...   \n",
       "19                                             [硬件产品]  ...   \n",
       "20                                                 []  ...   \n",
       "21              [生物制药, 医学检验, 测试片, easyID, 采样拭子, 产品经理]  ...   \n",
       "22                             [模块开发, IT/信息化领域, 系统开发]  ...   \n",
       "23                                 [市场策划, 活动策划, 市场推广]  ...   \n",
       "24                                                 []  ...   \n",
       "25  [文字编辑, 医美编辑, 医药编辑, 文案编辑, 医学文献编辑, 医学文献检索, 药学文献检...  ...   \n",
       "26          [微生物, 细胞耗材, 市场调研分析, 宣传推广, 目标制定分解, 标杆客户开拓]  ...   \n",
       "27                 [市场调研, to B, 产品规划, 医疗行业, 化妆品, 消费品]  ...   \n",
       "28                                         [医疗器械产品经理]  ...   \n",
       "29  [化妆品, 产品规划, 需求分析, 直播/视频产品, 市场调研, 供应链产品, 内容产品, ...  ...   \n",
       "30                [微生物仪器, 产品宣传, 目标制定分解, 标杆客户开拓, 市场调研]  ...   \n",
       "31                                             [客户管理]  ...   \n",
       "32                                             [项目助理]  ...   \n",
       "33                       [产品运营能力, 农业相关专业, 微生物学, 产品经理]  ...   \n",
       "34                                  [化妆品, 团队管理, 用户研究]  ...   \n",
       "35                                                 []  ...   \n",
       "36                                          [证券从业资格证]  ...   \n",
       "37                                [医学应届毕业生, 医疗耗材, 医生]  ...   \n",
       "38                                           [证券从业资格]  ...   \n",
       "39  [硕士, 产品运营, 云计算/大数据, 数据运营, 人工智能, 平台运营, 数据分析, IT...  ...   \n",
       "\n",
       "   job.requireEduLevel job.requireWorkYears  recruiter.recruiterName  \\\n",
       "0                   本科                 经验不限                      袁先生   \n",
       "1                 统招本科                 经验不限                      施女士   \n",
       "2                   本科                 经验不限                      龙先生   \n",
       "3                   本科                 经验不限                      陈女士   \n",
       "4                   本科                 经验不限                      徐女士   \n",
       "5                   本科                 经验不限                      周先生   \n",
       "6                   本科                 经验不限                      薛先生   \n",
       "7                 统招本科                 经验不限                      许先生   \n",
       "8                   本科                 经验不限                      黄先生   \n",
       "9                   大专                 经验不限                      韦女士   \n",
       "10                  本科                 经验不限                      江先生   \n",
       "11                  本科                 经验不限                      李先生   \n",
       "12               中专/中技                 经验不限                      潘女士   \n",
       "13                  大专                 经验不限                      张先生   \n",
       "14                  大专                 经验不限                      陈女士   \n",
       "15                学历不限                 经验不限                      郑女士   \n",
       "16                学历不限                 经验不限                      邓先生   \n",
       "17                  本科                 经验不限                      谢先生   \n",
       "18                  大专                 经验不限                      黎女士   \n",
       "19                  硕士                 经验不限                      杨先生   \n",
       "20                统招本科                 经验不限                      谢先生   \n",
       "21                统招本科                 经验不限                      沈先生   \n",
       "22                  本科                 经验不限                      饶先生   \n",
       "23                统招本科                 一年以下                      郎女士   \n",
       "24                  本科                 经验不限                      吴先生   \n",
       "25                  大专                 一年以下                      林女士   \n",
       "26                统招本科                 经验不限                      沈先生   \n",
       "27                统招本科                 经验不限                      沈先生   \n",
       "28                  本科                 经验不限                      张先生   \n",
       "29                  本科                 经验不限                      朱女士   \n",
       "30                  本科                 经验不限                      沈先生   \n",
       "31                  大专                 经验不限                      罗先生   \n",
       "32                  大专                 经验不限                      农女士   \n",
       "33                  硕士                 经验不限                      茹女士   \n",
       "34                  本科                 经验不限                      林女士   \n",
       "35                  本科                 经验不限                      王先生   \n",
       "36                  本科                 经验不限                      陈女士   \n",
       "37                  本科                 一年以下                      李女士   \n",
       "38                  本科                 经验不限                      邱先生   \n",
       "39                 NaN                  NaN                      李先生   \n",
       "\n",
       "   recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       "0                   大客户销售总监  954456867dc96377ff6380caf52661eb   \n",
       "1                        人事  053c9fb109c37485ae450d20e8a8f1b1   \n",
       "2                     产品负责人  3958660944f868444e71378e66863723   \n",
       "3                     合规、综合  97ea26ecf34c6048ff1643acbc81437d   \n",
       "4                        人事  8830efac0af69da8bea683564b917f86   \n",
       "5                        总监  035019597e87d5ef086c23f9697d1904   \n",
       "6                      人事总监  4f4a545485218a9f555cd6b6f6cbe565   \n",
       "7            android高级研发工程师  8f4b7476a447bf86852bf358596ad554   \n",
       "8                      营销总监  d600d503cd3a9df9d5214301d45b743e   \n",
       "9                        会计  1ac86cfbdfb00565519543b746cdb440   \n",
       "10                 副总裁/副总经理  3ea27fc77ecf5b1530ceaa39066c15df   \n",
       "11                    市场部经理  6e8e0c4baf3ae16cd14b060019b3c6e5   \n",
       "12                       股东  0bd38f892f4019777ae2c0b56400c9be   \n",
       "13                     招聘经理  2f6eb0852b80faae3fa3e3ee06f1978a   \n",
       "14                     电话销售  a15b40da34c89358e3b5a5c62f6d3ab0   \n",
       "15                   人事行政经理  2e7becdc1174682533e3b4523cfd9944   \n",
       "16                     人事经理  24011920f5b196f3f6510089f14458e6   \n",
       "17                   反欺诈副经理  d1d7f54c9ae9d50e1bc4f2587fc9dc75   \n",
       "18                       主管  d0b052ccc5fdcd5d0bcc359102e30115   \n",
       "19                   人力资源总监  170f1be552884e13e226f3d61eae6d34   \n",
       "20            广州花都紫薇路营业部总经理  64cf073a57a80b44441cb1c2586e9b1c   \n",
       "21                           ae6a5bf4b06beb2b457e7f983c55ba6d   \n",
       "22                     招聘经理  c8b040414c97595a274a08c89b7442b4   \n",
       "23                       HR  a2c0cead8ce973be7175822d71c97e09   \n",
       "24                      负责人  de4613ebecf2f45dd627e65d94613e3b   \n",
       "25          首席执行官CEO/总裁/总经理  f92d451d202af926114a102d1b3750ed   \n",
       "26                           ae6a5bf4b06beb2b457e7f983c55ba6d   \n",
       "27                           ae6a5bf4b06beb2b457e7f983c55ba6d   \n",
       "28                     大区经理  040c04108a982db105aa9e40ff6438fc   \n",
       "29         助理总经理/总经理助理(高管级)  ec35a4c72e2c55a470d9b62726969fec   \n",
       "30                           ae6a5bf4b06beb2b457e7f983c55ba6d   \n",
       "31                       经理  a9a97e821f196f1a5c719e14475dd69c   \n",
       "32                     人事专员  480a7ba878c313954b2faace344e5dde   \n",
       "33        慕恩（广州）生物科技有限公司 HR  3128fb1cb5be4dfaaeb36a4f8cecf388   \n",
       "34          首席执行官CEO/总裁/总经理  f92d451d202af926114a102d1b3750ed   \n",
       "35                     人事经理  e94cf48fe3bcbd1f6ab11fbf2c073a2f   \n",
       "36                       HR  6176aace3f3633fa3bb4f8cf0ba4ea07   \n",
       "37                     运营总监  ff92d1ab96ba49dd571c0ab6598cb507   \n",
       "38                     营销总监  686c068f93c6d8499371f4aefbbac731   \n",
       "39                人力资源经理/主管  ec9218078fe56078643873581a669533   \n",
       "\n",
       "   recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       "0              False  b8f45bcd67fe5a5314c33c05749ae593                    2   \n",
       "1              False  fb736dc97c3889fdf4d86ae938b4bcb8                    2   \n",
       "2              False  bcd19d77fa6bc82a81f8dffd8c5b008c                    2   \n",
       "3              False  19e88aa69e9cd6cccefc0e440455247a                    2   \n",
       "4              False  95533f1fb11a178d8d1ff84e0a6c6898                    2   \n",
       "5              False  1f3f288eab588bce947e89eb780464e7                    2   \n",
       "6              False  5076a26f8373e2c16bc971ec2e264ed1                    2   \n",
       "7              False  c41c73918c28ede461a8485668ee84be                    2   \n",
       "8              False  e27ada3ab128e79a7b84ec3c657ae83b                    2   \n",
       "9              False  3d523f070d1cc3704383db9bf147ecbd                    2   \n",
       "10             False  885041870f194d7a649c553ff84e776e                    2   \n",
       "11             False  c084cb4172383b8dac365a663ca833da                    2   \n",
       "12             False  9301ee12f680cf4b062c1b1ee9c7454d                    2   \n",
       "13             False  e015d0bb13d9a70cad8732728d6065d6                    2   \n",
       "14             False  7d12bca9f5378fd8940b11b3bfc894fa                    2   \n",
       "15             False  eac9a5c0ff3caa0faaa70b13e477f173                    2   \n",
       "16             False  cbb271d4611179bbd6a9d1214a39013b                    2   \n",
       "17             False  f08ccf43c77fd26c9f90a7bcfdb96d0e                    2   \n",
       "18             False  f60c7f4bef94c8a267766a03c68ce883                    2   \n",
       "19             False  dbf22a564a4a7ad11b4fb320fc878e26                    2   \n",
       "20             False  afb05af2ac516e7658bd3a217be05b4d                    2   \n",
       "21             False  ec4fcc80107de85b626cd406b14d2b76                    2   \n",
       "22             False  80b8e48c629e0b0704612e645251413c                    2   \n",
       "23             False  541dfdd825d29fc067766a03c68ce883                    2   \n",
       "24             False  75f49d3ebef66b04a8f5ce52e9265bac                    2   \n",
       "25             False  3f41fbff39d1a239966d2c65245014c5                    2   \n",
       "26             False  ec4fcc80107de85b626cd406b14d2b76                    2   \n",
       "27             False  ec4fcc80107de85b626cd406b14d2b76                    2   \n",
       "28             False  7ff8b743eeca2c744f3475fd061985f8                    2   \n",
       "29             False  ae5c25fe6b438a7713d8a6ef9551fb50                    2   \n",
       "30             False  ec4fcc80107de85b626cd406b14d2b76                    2   \n",
       "31             False  810be093c64517cfe030375514342674                    2   \n",
       "32             False  d716010b1fa58724946ec508e6feca67                    2   \n",
       "33             False  e72681864a0302540c6b280bb9c3d043                    2   \n",
       "34             False  3f41fbff39d1a239966d2c65245014c5                    2   \n",
       "35             False  07c16b13c20044950e33f8ac54fbf39e                    2   \n",
       "36             False  4a32f13c49d4fe58a8576116ff288909                    2   \n",
       "37             False  2aa95d7ff9717c4b835da8f121f93219                    2   \n",
       "38             False  8ba0e002f3da865a0e33f8ac54fbf39e                    2   \n",
       "39             False  ee8ece450dc970726dadb487287a091a                    2   \n",
       "\n",
       "            recruiter.recruiterPhoto  job.campusJobKind  \n",
       "0    5f8f98698dbe6273dcf8516008u.jpg                NaN  \n",
       "1    5f8f9863f6d1ab58476f246a08u.jpg                NaN  \n",
       "2    5f8f986aea60860b75384fab08u.jpg                NaN  \n",
       "3    5f8f986779c7cc70efbf36c008u.jpg                NaN  \n",
       "4    5f8f9865ea60860b75384fa508u.jpg                NaN  \n",
       "5    61b86c40e24e9163b57e2e6907u.png                NaN  \n",
       "6    5f8f9868f6d1ab58476f24a008u.jpg                NaN  \n",
       "7    5f8f986c79c7cc70efbf36c808u.jpg                NaN  \n",
       "8    60b87a1ea050d5186c9fb92202u.png                NaN  \n",
       "9    5f8f986779c7cc70efbf36c008u.jpg                NaN  \n",
       "10   5f8f986aea60860b75384fab08u.jpg                NaN  \n",
       "11   5bee7f708e502d5786100e8304a.png                NaN  \n",
       "12   5fa64b0a930a7616c5f637b507u.png                NaN  \n",
       "13   5f8f98648dbe6273dcf8515508u.jpg                NaN  \n",
       "14   614d4634cf573a7246685ce701u.png                NaN  \n",
       "15   5f8f9865ea60860b75384fa508u.jpg                NaN  \n",
       "16   5f8f9868f6d1ab58476f24a008u.jpg                NaN  \n",
       "17   5f8f98698dbe6273dcf8516008u.jpg                NaN  \n",
       "18   603e442fc2d67e3dce0f7fcd04u.png                NaN  \n",
       "19   5f8f986bdfb13a7dee342f2108u.jpg                NaN  \n",
       "20  6438ea675f781e5cf71ee9ba04u.jpeg                NaN  \n",
       "21   5f8f986aea60860b75384fab08u.jpg                NaN  \n",
       "22   5f8f986c79c7cc70efbf36c808u.jpg                NaN  \n",
       "23   5f8f986779c7cc70efbf36c008u.jpg                NaN  \n",
       "24   5f8f986c79c7cc70efbf36c808u.jpg                NaN  \n",
       "25   623182379119f1177ae9019f03u.png                NaN  \n",
       "26   5f8f986aea60860b75384fab08u.jpg                NaN  \n",
       "27   5f8f986aea60860b75384fab08u.jpg                NaN  \n",
       "28   5f8f9868f6d1ab58476f24a008u.jpg                NaN  \n",
       "29   5f8f98648dbe6273dcf8515508u.jpg                NaN  \n",
       "30   5f8f986aea60860b75384fab08u.jpg                NaN  \n",
       "31   5f8f986bdfb13a7dee342f2108u.jpg                NaN  \n",
       "32   638d6b2034e8df2c1c6480bc02u.png                NaN  \n",
       "33   642a76728d084a54d9b457e801u.png                NaN  \n",
       "34   623182379119f1177ae9019f03u.png                NaN  \n",
       "35   5f8f986aea60860b75384fab08u.jpg                NaN  \n",
       "36   5f8f9865ea60860b75384fa508u.jpg                NaN  \n",
       "37   61a47ad8e8c656539de018ca08u.png                NaN  \n",
       "38   5f8f986aea60860b75384fab08u.jpg                NaN  \n",
       "39   5f8f986aea60860b75384fab08u.jpg                 应届  \n",
       "\n",
       "[40 rows x 32 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2212260c",
   "metadata": {},
   "source": [
    "### 2、创建翻页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5192848c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a3db56cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(20):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "fc0bb76e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       " 1   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 2   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 3   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 4   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 5   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 6   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 7   {\"jobId\":\"52175421\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 14  {\"jobId\":\"23528191\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 15  {\"jobId\":\"23508203\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 16  {\"jobId\":\"23479325\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 17  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 18  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 19  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 20  {\"jobId\":\"57104845\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 21  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 22  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"job...   \n",
       " 23  {\"jobId\":\"51957245\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 24  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 25  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"jobK...   \n",
       " 26  {\"jobId\":\"44041325\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 27  {\"jobId\":\"52377455\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 28  {\"jobId\":\"57103675\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 29  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       " 30  {\"jobId\":\"57448565\",\"recruiterName\":\"巢女士\",\"job...   \n",
       " 31  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 32  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 33  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 34  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 35  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"job...   \n",
       " 36  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 38  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 39  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                [本科]   \n",
       " 1                              [本科, 产品设计, 用户研究, 产品规划]   \n",
       " 2      [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       " 3                        [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       " 4                              [硕士, 数据产品, 用户研究, 团队管理]   \n",
       " 5                                                [本科]   \n",
       " 6                                     [本科, IT类, 系统开发]   \n",
       " 7   [硕士, IT互联网, 云计算, 工业互联网, 智慧城市, 计算机软件, 产品设计, Vis...   \n",
       " 8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]   \n",
       " 9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]   \n",
       " 10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]   \n",
       " 11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]   \n",
       " 12                                               [本科]   \n",
       " 13                                   [本科, 产品设计, 用户研究]   \n",
       " 14                                             [学历不限]   \n",
       " 15                                             [学历不限]   \n",
       " 16                                             [学历不限]   \n",
       " 17                                                 []   \n",
       " 18                                               [本科]   \n",
       " 19                                               [本科]   \n",
       " 20                                               [本科]   \n",
       " 21                                               [本科]   \n",
       " 22  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...   \n",
       " 23                                               [硕士]   \n",
       " 24                              [本科, 电子/半导体, 通信/网络设备]   \n",
       " 25                                                 []   \n",
       " 26                 [硕士, 数据产品, 产品设计, 产品优化, 用户研究, 产品规划]   \n",
       " 27                  [6个月, 提供转正, 本科, 需求管理, 需求分析, 用户研究]   \n",
       " 28                  [3个月, 本科, 产品设计, 市场调研, 竞品分析, 产品规划]   \n",
       " 29                                  [to C, 电子商务, 消费品]   \n",
       " 30  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...   \n",
       " 31                                             [to B]   \n",
       " 32                                             [to B]   \n",
       " 33                                              [证券类]   \n",
       " 34  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...   \n",
       " 35                                                 []   \n",
       " 36                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]   \n",
       " 37                              [BD，业务，采购，, 酒店/旅行社合作]   \n",
       " 38                                                 []   \n",
       " 39                                             [金融产品]   \n",
       " \n",
       "                      job.title job.jobId  job.salary  job.dq job.jobKind  \\\n",
       " 0           2022校招-营销中心-产品经理助理  47544603       8-10k  广州-番禺区           6   \n",
       " 1     2023届提前批-产品经理 (MJ012344)  57974857  15-25k·15薪  广州-越秀区           6   \n",
       " 2                   人力资源数据产品经理  57191493  19-20k·18薪  广州-天河区           6   \n",
       " 3                  互联网学习平台产品经理  57061851      19-25k      广州           6   \n",
       " 4                      光器件产品经理  56924959  15-20k·14薪  广州-黄埔区           6   \n",
       " 5                  【校招】信用卡产品经理  56180361  10-13k·14薪  广州-天河区           6   \n",
       " 6                      产品经理培训生  52633137       7-11k  广州-黄埔区           6   \n",
       " 7                     产品经理（校招）  52175421   9-18k·18薪      广州           6   \n",
       " 8   2023届-大数据平台产品经理 (MJ001161)  52085797      10-23k  广州-黄埔区           6   \n",
       " 9        2023届-产品经理 (MJ001163)  52085369      10-20k  广州-黄埔区           6   \n",
       " 10               产品经理（2023届校招）  51637219       7-13k  广州-天河区           6   \n",
       " 11                        产品经理  44935111      20-30k      广州           6   \n",
       " 12                产品经理(J11023)  43590821       7-10k  广州-黄埔区           6   \n",
       " 13                        产品经理  42835793      12-25k      广州           6   \n",
       " 14              广电运通-产品经理（应届生）  23528191       6-15k      广州           6   \n",
       " 15            基准医疗-助理产品经理（应届生）  23508203       7-11k      广州           6   \n",
       " 16              中科开创-产品经理(应届生）  23479325       5-15k      广州           6   \n",
       " 17                      行业产品经理    518911          面议      广州           7   \n",
       " 18                    直播运营（PM）  57195307        6-8k  广州-越秀区           6   \n",
       " 19            直播运营（PM）(J10125)  57193375        6-8k      广州           6   \n",
       " 20             直播运营（PM） J10125  57104845        5-8k      广州           6   \n",
       " 21                        产品经理  52653127        4-5k  广州-海珠区           6   \n",
       " 22              金融产品经理（番禺万博二路）  52547239        4-8k  广州-番禺区           6   \n",
       " 23                 BIM产品经理【校招】  51957245       9-12k  广州-天河区           6   \n",
       " 24                        专案PM  50868041    6-8k·13薪  广州-黄埔区           6   \n",
       " 25                    产品经理（管培）    529051      10-17k  广州-黄埔区           7   \n",
       " 26                        产品经理  44041325      300元/天  广州-黄埔区           6   \n",
       " 27                   IT产品经理实习生  52377455  150-200元/天  广州-越秀区           6   \n",
       " 28                     产品经理实习生  57103675  150-250元/天  广州-天河区           6   \n",
       " 29                    eWMS产品经理  57001973  20-40k·14薪  广州-天河区           2   \n",
       " 30         产品经理（高级产品经理&资深产品经理）  57448565       9-20k  广州-南沙区           2   \n",
       " 31                    （储备）产品经理  55079225      13-16k  广州-天河区           2   \n",
       " 32          （储备）产品经理--20-22届本科  55322015      10-14k  广州-天河区           2   \n",
       " 33                      金融产品经理  57678719       5-10k  广州-越秀区           2   \n",
       " 34              产品经理（凡科商城SaaS）  57723309       8-11k  广州-海珠区           2   \n",
       " 35                       车产品经理  40364923      15-30k  广州-南沙区           2   \n",
       " 36                   储备干部—产品经理  38193153        2-3k  广州-天河区           2   \n",
       " 37                    酒店签约产品经理  36091987       6-11k      广州           2   \n",
       " 38                        产品经理  31738901      15-30k  广州-黄埔区           2   \n",
       " 39                      金融产品经理  39588227       5-10k      广州           2   \n",
       " \n",
       "    job.campusJobKind                                     job.dataPromId  ...  \\\n",
       " 0                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 1                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 2                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 3                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 4                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 5                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 6                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 7                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 8                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 9                 应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 10                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 11                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 12                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 13                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 14                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 15                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 16                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 17                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 18                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 19                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 20                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 21                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 22                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 23                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 24                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 25                应届  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 26                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 27                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 28                实习  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 29               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 30               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 31               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 32               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 33               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 34               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 35               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 36               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 37               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 38               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " 39               NaN  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  ...   \n",
       " \n",
       "    recruiter.imUserType  comp.compScale comp.compIndustry  \\\n",
       " 0                     2      1000-2000人                制药   \n",
       " 1                     2      2000-5000人               互联网   \n",
       " 2                     2     5000-10000人          基金/证券/期货   \n",
       " 3                     2     5000-10000人          基金/证券/期货   \n",
       " 4                     2          50-99人              通信设备   \n",
       " 5                     2      1000-2000人                银行   \n",
       " 6                     2      2000-5000人          食品/饮料/酒水   \n",
       " 7                     2      1000-2000人               互联网   \n",
       " 8                     2        10000人以上             计算机软件   \n",
       " 9                     2        10000人以上             计算机软件   \n",
       " 10                    2        500-999人             计算机软件   \n",
       " 11                    2           1-49人               互联网   \n",
       " 12                    2      2000-5000人          食品/饮料/酒水   \n",
       " 13                    2          50-99人            专业技术服务   \n",
       " 14                    2        100-499人              其他行业   \n",
       " 15                    2        100-499人              其他行业   \n",
       " 16                    2        100-499人              其他行业   \n",
       " 17                  NaN      2000-5000人              通信设备   \n",
       " 18                    2        100-499人               互联网   \n",
       " 19                    2        100-499人               互联网   \n",
       " 20                    2        100-499人               互联网   \n",
       " 21                    2     5000-10000人              通信设备   \n",
       " 22                    2      2000-5000人          基金/证券/期货   \n",
       " 23                    2        100-499人           建筑/工程设计   \n",
       " 24                    2        500-999人       电子/半导体/集成电路   \n",
       " 25                  NaN        100-499人               互联网   \n",
       " 26                    2           1-49人              培训服务   \n",
       " 27                    2      2000-5000人             计算机软件   \n",
       " 28                    2      1000-2000人             计算机软件   \n",
       " 29                    2        10000人以上                日化   \n",
       " 30                    2      1000-2000人          食品/饮料/酒水   \n",
       " 31                    2        500-999人              IT服务   \n",
       " 32                    2        500-999人              IT服务   \n",
       " 33                    2           1-49人          基金/证券/期货   \n",
       " 34                    2        500-999人               互联网   \n",
       " 35                    2      1000-2000人              整车制造   \n",
       " 36                    2          50-99人              科技金融   \n",
       " 37                    2           1-49人             酒店/民宿   \n",
       " 38                    2     5000-10000人             计算机软件   \n",
       " 39                    2      2000-5000人          基金/证券/期货   \n",
       " \n",
       "                       comp.compLogo comp.compId          comp.compName  \\\n",
       " 0   5da02d450c1585184590d96f08u.png     9803471                 泰邦生物集团   \n",
       " 1   5bfe954674719dc6ed7416af03a.png      693385                    广联达   \n",
       " 2   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png     1421537                   广发证券   \n",
       " 4   61aeb56ca53a6d21af3c33ed04u.png    12753371           高勘(广州)技术有限公司   \n",
       " 5   5bfe9c1a74719df0ac9a25de03a.png     8866590                广州银行信用卡   \n",
       " 6   5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 7   6030a6c1701c060c94ace27002u.png     9095103        联通(广东)产业互联网有限公司   \n",
       " 8   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 9   6242b195ca47ff43908033f907u.png     8547388               广电运通金融电子   \n",
       " 10  5bfffaba74719da073f0e13e03u.png     8967569         广东南方数码科技股份有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    12998701         广州一九一九网络科技有限公司   \n",
       " 12  5ec39993f2540204574caa5008u.jpg     8080810                   汤臣倍健   \n",
       " 13  61c1924e642c8c0bf718876205u.png    12447389                   广金征信   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 15  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     8933926          广州开发区人才交流服务中心   \n",
       " 17  620dea10dd77d50cb82e806105u.png     9370318     中国联合网络通信有限公司广州市分公司   \n",
       " 18  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 19  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 20  5b3d6f5b8e508f32d960ed2604a.jpg     9608440                   茉莉传媒   \n",
       " 21  5cc116c89fae687d43343d7308u.png     7863327                   润建股份   \n",
       " 22  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " 23  5f5dcedbea60860b751dde8904u.png     9961079                  城建设计院   \n",
       " 24  5bfe964e74719df0ac98ff4d03a.png     1147021           光宝科技(常州)有限公司   \n",
       " 25  5bfffb3674719da073f123fc03u.png     8774355                   尚航科技   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    12244247           广州数方网络科技有限公司   \n",
       " 27  5ae1750c8e50ff6eb70569ad05a.jpg     1640101         友邦资讯科技(广州)有限公司   \n",
       " 28  608929f85e8a1c32e33be8c504u.png     1070270                   中望软件   \n",
       " 29  54d1e9c6712e7147fd813b3801a.png      873330               广州宝洁有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    13103111             广州奥昆食品有限公司   \n",
       " 31  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 32  63b4d9f0a0380858a9711da306u.png     8635284                   嘉为科技   \n",
       " 33  6244a928327ecf47c9370ace01u.jpg    13501215  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 34  5f0e8273639c8353866faf6d01u.png     8565691                     凡科   \n",
       " 35  5d00cd29501544662c97ebe001u.jpg     9550328                   合创汽车   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    12691289          嘉联支付有限公司广州分公司   \n",
       " 37  603470aab9834220c1e1405904u.jpg    12569735           广州视界行旅行社有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg     9838667           广州视臻信息科技有限公司   \n",
       " 39  60ab7b474005a2070875f99702u.png     9874217        广发证券股份有限公司广州分公司   \n",
       " \n",
       "                                    comp.link comp.compStage  \\\n",
       " 0    https://www.liepin.com/company/9803471/            NaN   \n",
       " 1     https://www.liepin.com/company/693385/            已上市   \n",
       " 2    https://www.liepin.com/company/1421537/            已上市   \n",
       " 3    https://www.liepin.com/company/1421537/            已上市   \n",
       " 4   https://www.liepin.com/company/12753371/             A轮   \n",
       " 5    https://www.liepin.com/company/8866590/            NaN   \n",
       " 6    https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 7    https://www.liepin.com/company/9095103/            NaN   \n",
       " 8    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 9    https://www.liepin.com/company/8547388/         沪深A股上市   \n",
       " 10   https://www.liepin.com/company/8967569/            NaN   \n",
       " 11  https://www.liepin.com/company/12998701/            NaN   \n",
       " 12   https://www.liepin.com/company/8080810/         沪深A股上市   \n",
       " 13  https://www.liepin.com/company/12447389/            NaN   \n",
       " 14   https://www.liepin.com/company/8933926/            NaN   \n",
       " 15   https://www.liepin.com/company/8933926/            NaN   \n",
       " 16   https://www.liepin.com/company/8933926/            NaN   \n",
       " 17   https://www.liepin.com/company/9370318/            NaN   \n",
       " 18   https://www.liepin.com/company/9608440/             其他   \n",
       " 19   https://www.liepin.com/company/9608440/             其他   \n",
       " 20   https://www.liepin.com/company/9608440/             其他   \n",
       " 21   https://www.liepin.com/company/7863327/         沪深A股上市   \n",
       " 22   https://www.liepin.com/company/9874217/           港股上市   \n",
       " 23   https://www.liepin.com/company/9961079/            NaN   \n",
       " 24   https://www.liepin.com/company/1147021/            NaN   \n",
       " 25   https://www.liepin.com/company/8774355/             D轮   \n",
       " 26  https://www.liepin.com/company/12244247/            NaN   \n",
       " 27   https://www.liepin.com/company/1640101/           港股上市   \n",
       " 28   https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 29    https://www.liepin.com/company/873330/            NaN   \n",
       " 30  https://www.liepin.com/company/13103111/            NaN   \n",
       " 31   https://www.liepin.com/company/8635284/             B轮   \n",
       " 32   https://www.liepin.com/company/8635284/             B轮   \n",
       " 33  https://www.liepin.com/company/13501215/          融资未公开   \n",
       " 34   https://www.liepin.com/company/8565691/          新三板上市   \n",
       " 35   https://www.liepin.com/company/9550328/            NaN   \n",
       " 36  https://www.liepin.com/company/12691289/            NaN   \n",
       " 37  https://www.liepin.com/company/12569735/          融资未公开   \n",
       " 38   https://www.liepin.com/company/9838667/           战略投资   \n",
       " 39   https://www.liepin.com/company/9874217/           港股上市   \n",
       " \n",
       "     job.requireEduLevel job.requireWorkYears  \n",
       " 0                   NaN                  NaN  \n",
       " 1                   NaN                  NaN  \n",
       " 2                   NaN                  NaN  \n",
       " 3                   NaN                  NaN  \n",
       " 4                   NaN                  NaN  \n",
       " 5                   NaN                  NaN  \n",
       " 6                   NaN                  NaN  \n",
       " 7                   NaN                  NaN  \n",
       " 8                   NaN                  NaN  \n",
       " 9                   NaN                  NaN  \n",
       " 10                  NaN                  NaN  \n",
       " 11                  NaN                  NaN  \n",
       " 12                  NaN                  NaN  \n",
       " 13                  NaN                  NaN  \n",
       " 14                  NaN                  NaN  \n",
       " 15                  NaN                  NaN  \n",
       " 16                  NaN                  NaN  \n",
       " 17                  NaN                  NaN  \n",
       " 18                  NaN                  NaN  \n",
       " 19                  NaN                  NaN  \n",
       " 20                  NaN                  NaN  \n",
       " 21                  NaN                  NaN  \n",
       " 22                  NaN                  NaN  \n",
       " 23                  NaN                  NaN  \n",
       " 24                  NaN                  NaN  \n",
       " 25                  NaN                  NaN  \n",
       " 26                  NaN                  NaN  \n",
       " 27                  NaN                  NaN  \n",
       " 28                  NaN                  NaN  \n",
       " 29                 统招本科                 经验不限  \n",
       " 30                   大专                 经验不限  \n",
       " 31                   硕士                 经验不限  \n",
       " 32                 统招本科                 经验不限  \n",
       " 33                   本科                 经验不限  \n",
       " 34                   本科                 一年以下  \n",
       " 35                   本科                 经验不限  \n",
       " 36                 统招本科                 经验不限  \n",
       " 37                中专/中技                 一年以下  \n",
       " 38                   本科                 经验不限  \n",
       " 39                 统招本科                 经验不限  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"谢先生\",\"imId\":\"b7b0d28a0fa67da...   \n",
       " 1   {\"recruiterName\":\"李女士\",\"imId\":\"a1326b4aa031c19...   \n",
       " 2   {\"recruiterName\":\"齐先生\",\"imId\":\"0c36a1c214fef01...   \n",
       " 3   {\"recruiterName\":\"赵先生\",\"imId\":\"1e5498df4dce42a...   \n",
       " 4   {\"recruiterName\":\"陈先生\",\"imId\":\"cde70153db2be71...   \n",
       " 5   {\"recruiterName\":\"黄女士\",\"imId\":\"8fb7105677c9b7a...   \n",
       " 6   {\"recruiterName\":\"庞先生\",\"imId\":\"c8360f4548e3ad1...   \n",
       " 7   {\"recruiterName\":\"马女士\",\"imId\":\"6067d2c624a88fa...   \n",
       " 8   {\"recruiterName\":\"杨女士\",\"imId\":\"e2fcfbd34022bdb...   \n",
       " 9   {\"recruiterName\":\"范先生\",\"imId\":\"1f47205dfe869e1...   \n",
       " 10  {\"recruiterName\":\"李女士\",\"imId\":\"3b6165853891b4e...   \n",
       " 11  {\"recruiterName\":\"冯先生\",\"imId\":\"d923c64c949977a...   \n",
       " 12  {\"recruiterName\":\"华先生\",\"imId\":\"49d14703a0acbdc...   \n",
       " 13  {\"recruiterName\":\"范先生\",\"imId\":\"1f47205dfe869e1...   \n",
       " 14  {\"recruiterName\":\"颜女士\",\"imId\":\"f4bc28e61040dab...   \n",
       " 15  {\"recruiterName\":\"娄先生\",\"imId\":\"2ffa8fb08c70eb0...   \n",
       " 16  {\"recruiterName\":\"黄女士\",\"imId\":\"3243574f293a8d9...   \n",
       " 17  {\"recruiterName\":\"杨女士\",\"imId\":\"e2fcfbd34022bdb...   \n",
       " 18  {\"recruiterName\":\"汪先生\",\"imId\":\"ad1153524f4737f...   \n",
       " 19  {\"recruiterName\":\"周先生\",\"imId\":\"89fc4deb60552f5...   \n",
       " 20  {\"recruiterName\":\"毛先生\",\"imId\":\"ee2aff53d45fd11...   \n",
       " 21  {\"recruiterName\":\"余女士\",\"imId\":\"d84cb81ad76214c...   \n",
       " 22  {\"recruiterName\":\"黄先生\",\"imId\":\"3e1095068a7944d...   \n",
       " 23  {\"recruiterName\":\"杨女士\",\"imId\":\"f8bf248bb5cd4ab...   \n",
       " 24  {\"recruiterName\":\"谭先生\",\"imId\":\"ac9c89b8fc90884...   \n",
       " 25  {\"recruiterName\":\"周先生\",\"imId\":\"81ed5d674fba081...   \n",
       " 26  {\"recruiterName\":\"胡先生\",\"imId\":\"8293df70a31e423...   \n",
       " 27  {\"recruiterName\":\"黄女士\",\"imId\":\"92e4013889b441b...   \n",
       " 28  {\"recruiterName\":\"钟女士\",\"imId\":\"98edf36b7f36d00...   \n",
       " 29  {\"recruiterName\":\"胡先生\",\"imId\":\"cfb884197789c25...   \n",
       " 30  {\"recruiterName\":\"任先生\",\"imId\":\"56fd98006a03185...   \n",
       " 31  {\"recruiterName\":\"李先生\",\"imId\":\"c576cd24b33e0ac...   \n",
       " 32  {\"recruiterName\":\"王女士\",\"imId\":\"1fb3e61f8926f49...   \n",
       " 33  {\"recruiterName\":\"田先生\",\"imId\":\"3d916811f6aedd6...   \n",
       " 34  {\"recruiterName\":\"陈先生\",\"imId\":\"7d674eab3dfccca...   \n",
       " 35  {\"recruiterName\":\"李女士\",\"imId\":\"02e35f2a08b9fc5...   \n",
       " 36  {\"recruiterName\":\"曾先生\",\"imId\":\"620a8f9c7cea153...   \n",
       " 37  {\"recruiterName\":\"赵先生\",\"imId\":\"6250aaca3ec943b...   \n",
       " 38  {\"recruiterName\":\"郑先生\",\"imId\":\"431186eac4296ab...   \n",
       " 39  {\"recruiterName\":\"王先生\",\"imId\":\"5f3473079fe7d90...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 1   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 2   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 3   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 4   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 5   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 6   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 7   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 8   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 9   %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 10  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 11  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 12  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 13  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 14  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 15  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 16  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 17  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 18  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 19  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 20  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 21  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 22  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 23  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 24  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 25  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 26  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 27  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 28  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 29  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 30  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 31  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 32  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 33  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 34  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 35  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 36  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 37  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 38  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " 39  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       " \n",
       "                                            job.labels job.pcOuterLink  \\\n",
       " 0                                              [金融产品]                   \n",
       " 1                                              [金融产品]                   \n",
       " 2                            [产品研发, 售后精品, 汽车周边, 产品管理]                   \n",
       " 3                                               [证券类]                   \n",
       " 4   [AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...                   \n",
       " 5   [风控产品, 金融产品, 供应链产品, 金融行业, 金融理财/贷款, 房地产金融, 产品设计...                   \n",
       " 6                                          [直播, 数据分析]                   \n",
       " 7                                     [高通量测序, 质谱, 组学]                   \n",
       " 8                          [酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]                   \n",
       " 9                                                  []                   \n",
       " 10                                             [金融产品]                   \n",
       " 11                                          [有药品推广经验]                   \n",
       " 12                                       [内容产品, 产品设计]                   \n",
       " 13                                                 []                   \n",
       " 14                                               [产品]                   \n",
       " 15                                                 []                   \n",
       " 16                                      [电商, 产品, 供应链]                   \n",
       " 17                                               [韩语]                   \n",
       " 18                                               [医院]                   \n",
       " 19                                                 []                   \n",
       " 20                                             [电销经理]                   \n",
       " 21             [金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]                   \n",
       " 22                         [客户管理, 合同管理, 保险产品设计, 区域销售]                   \n",
       " 23                                             [市场调研]                   \n",
       " 24                      [项目管理, 产品策划, 汽车用品, 供应链, 生命周期]                   \n",
       " 25    [消费品, to C, 产品规划, 需求分析, 用户研究, 竞品分析, 产品设计, 产品优化]                   \n",
       " 26  [定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 竞...                   \n",
       " 27  [平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...                   \n",
       " 28                                                 []                   \n",
       " 29                                     [国企, 13薪, 年终奖]                   \n",
       " 30                                 [基金类, 互联网金融类, 股票类]                   \n",
       " 31                                                 []                   \n",
       " 32                                                 []                   \n",
       " 33                                                 []                   \n",
       " 34                            [新生儿科, 临床, 护理, 护理类医疗设备]                   \n",
       " 35                                             [金融产品]                   \n",
       " 36                             [金融产品, 风控产品, AI人工智能产品]                   \n",
       " 37                                             [产品规划]                   \n",
       " 38                                          [化妆品销售总监]                   \n",
       " 39                                             [saas]                   \n",
       " \n",
       "    job.h5OuterLink                     job.title  job.salary  job.dq  \\\n",
       " 0                                         金融产品经理       8-20k      广州   \n",
       " 1                                     金融产品经理（荔湾）      10-25k      广州   \n",
       " 2                                         综合产品经理  20-24k·15薪  广州-海珠区   \n",
       " 3                                         金融产品经理     95-190k  广州-越秀区   \n",
       " 4                                      工业软件类产品经理  20-30k·15薪  广州-黄埔区   \n",
       " 5                             产品经理（广州金控集团全资二级企业）  12-20k·13薪  广州-天河区   \n",
       " 6                                           产品经理      20-30k  广州-越秀区   \n",
       " 7                                           产品经理      12-22k  广州-海珠区   \n",
       " 8                                       境外酒店产品经理      15-25k  广州-番禺区   \n",
       " 9                                           产品经理      15-40k      广州   \n",
       " 10                                        金融产品经理        5-8k  广州-番禺区   \n",
       " 11                                     学术专员，产品经理       8-12k      广州   \n",
       " 12                                        内容产品经理      20-30k      广州   \n",
       " 13                                        基金产品经理      15-40k      广州   \n",
       " 14                                        金融产品经理      10-15k  广州-天河区   \n",
       " 15                                        国际产品经理      12-15k  广州-黄埔区   \n",
       " 16                                 国际化电商-供应链产品经理  30-45k·15薪  广州-海珠区   \n",
       " 17                                      韩国酒店产品经理      15-25k  广州-番禺区   \n",
       " 18                                          产品经理   6-11k·13薪  广州-番禺区   \n",
       " 19                                    广发证券金融产品经理       5-10k  广州-黄埔区   \n",
       " 20                                        金融产品经理      10-15k      广州   \n",
       " 21                  广发证券股份有限公司广州农林下路证券营业部-金融产品经理       5-10k  广州-越秀区   \n",
       " 22                              产品销售经理（金融BI/大数据）        薪资面议  广州-天河区   \n",
       " 23                                 产品经理（学术推广）-广东      15-20k      广州   \n",
       " 24                                       产品经理/主管   8-12k·13薪  广州-黄埔区   \n",
       " 25                                          产品经理      20-30k  广州-南沙区   \n",
       " 26                                          产品经理  15-30k·14薪  广州-白云区   \n",
       " 27                                        高级产品经理      20-30k  广州-荔湾区   \n",
       " 28                            生命科学（分子检测）LIMS产品经理      20-30k  广州-天河区   \n",
       " 29                                          产品经理   9-14k·13薪  广州-天河区   \n",
       " 30                                        基金产品经理   8-13k·13薪  广州-海珠区   \n",
       " 31                                        数据产品经理      10-15k      广州   \n",
       " 32                         区域产品经理（mNGS）-西安/广州/上海      10-15k  广州-越秀区   \n",
       " 33                                          产品经理   7-10k·13薪  广州-黄埔区   \n",
       " 34                                          产品经理      15-25k      广州   \n",
       " 35                                        金融产品经理       5-10k  广州-天河区   \n",
       " 36                                      金融数据产品经理      20-30k  广州-天河区   \n",
       " 37                                        产品策划经理      15-20k  广州-白云区   \n",
       " 38                                       产品经理/主管       7-12k      广州   \n",
       " 39                                     产品经理（合伙人）      10-20k  广州-黄埔区   \n",
       " \n",
       "     job.topJob job.jobKind  ... recruiter.chatted  \\\n",
       " 0        False           2  ...             False   \n",
       " 1        False           2  ...             False   \n",
       " 2        False           2  ...             False   \n",
       " 3        False           2  ...             False   \n",
       " 4        False           2  ...             False   \n",
       " 5        False           2  ...             False   \n",
       " 6        False           2  ...             False   \n",
       " 7        False           2  ...             False   \n",
       " 8        False           2  ...             False   \n",
       " 9        False           2  ...             False   \n",
       " 10       False           2  ...             False   \n",
       " 11       False           2  ...             False   \n",
       " 12       False           2  ...             False   \n",
       " 13       False           2  ...             False   \n",
       " 14       False           2  ...             False   \n",
       " 15       False           2  ...             False   \n",
       " 16       False           2  ...             False   \n",
       " 17       False           2  ...             False   \n",
       " 18       False           2  ...             False   \n",
       " 19       False           2  ...             False   \n",
       " 20       False           2  ...             False   \n",
       " 21       False           2  ...             False   \n",
       " 22       False           2  ...             False   \n",
       " 23       False           2  ...             False   \n",
       " 24       False           2  ...             False   \n",
       " 25       False           2  ...             False   \n",
       " 26       False           2  ...             False   \n",
       " 27       False           2  ...             False   \n",
       " 28       False           2  ...             False   \n",
       " 29       False           2  ...             False   \n",
       " 30       False           2  ...             False   \n",
       " 31       False           2  ...             False   \n",
       " 32       False           2  ...             False   \n",
       " 33       False           2  ...             False   \n",
       " 34       False           2  ...             False   \n",
       " 35       False           2  ...             False   \n",
       " 36       False           2  ...             False   \n",
       " 37       False           2  ...             False   \n",
       " 38       False           2  ...             False   \n",
       " 39       False           2  ...             False   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   b7b40e6c60ce3f83edfb03140d359c64  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 1   9d9295f7a1f638c6236e426b5716e306  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   2d5b7f3f9079eb1510d3dc2c58900bee  640aef4747903463b532bd2c01u.png   \n",
       " 3   2d0de3bc235cbab3fc2fe9bd357df766  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   bff8ec01d90be3ea5ed16923a471d079  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 5   4c2f3f16d6f207471cdad3e4ea2af6e8  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   aad3d8eccb18b5d98f883f916cd83b3b  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 7   b6316bedce83f31ea70e655910d89215  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   ac53287cf887cb447b2552f18be0733a  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 9   9ba47e9cb781604871dc722f3e2cde0f  5f8f986aea60860b75384fab08u.jpg   \n",
       " 10  dcd1dddf83030297f7380afd6294198b  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  d2ac9a8cac5bbad3e8c85cbad3b5eaf1  60fa5ce8df272149fdbf40d404u.png   \n",
       " 12  4e80374f2d54473f6a78bbbd1d0670de  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 13  9ba47e9cb781604871dc722f3e2cde0f  5f8f986aea60860b75384fab08u.jpg   \n",
       " 14  93f83bf9782514f16a294ddee29b6df1  6353b3472543000378bf170d06u.png   \n",
       " 15  76fd9923d36f29acbba676ac01c0312a  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 16  5b9ab7c2faadaf65ab11eb16ab3fb853  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17  ac53287cf887cb447b2552f18be0733a  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 18  8d854a54839b5e4540bd293bbc773165  5f8f986aea60860b75384fab08u.jpg   \n",
       " 19  979e59e135a854bf967bde6368a9a19c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 20  e9cf70643c7eae8d9e73c46115eab04d  63d78fce00661523d507808007u.png   \n",
       " 21  15e0f493a55c14bb6f3493ae47691f5b  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 22  9fb629944ff315a480507cf9f41ddd45  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 23  8a61e0b7e42060b225a8a83c0cbc4e49  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 24  354c1d7a343b2ce9c618e418cefc01a4  5aa73c3f8e50ff393a42297706a.png   \n",
       " 25  294b91a820e187e5a3c24939ea572f99  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 26  724911bf520dc40d8f99608c7d1ee0af  63e98cf04b15ad2cab01b29804u.png   \n",
       " 27  4e366650a4524c9c02563d153d186cb7  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 28  8665c85bb8b8067e91ab131ef8374d4e  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29  d011cf1ea9220037dae4678703cb61f9  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 30  fbacd66b8dfcad85902603f9a39d9d15  636211157f270e6a8bfd345002u.png   \n",
       " 31  bffa593d70ffa95afd321cfacda50d38  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  6a7083e1f3e2922d3b5fb2b9a2385c0d  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 33  5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34  459ba3d5db567f7d944b94091d59af12  626a051e85a210193f705c4303u.png   \n",
       " 35  669e5f90772d8c1feb368512b0f92d2f  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36  2163b67679c30c9e978371017cab98df  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 37  de463aab8b07bb8a0c3300b787802c45  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 38  bf206d9899a4e0531bbbd5314febbce1  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 39  cd7ad3180b3da658793aa6e6534d8619  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " \n",
       "    comp.compIndustry comp.compStage                    comp.compLogo  \\\n",
       " 0           基金/证券/期货           港股上市  60ab7b474005a2070875f99702u.png   \n",
       " 1           基金/证券/期货           港股上市  60ab7b474005a2070875f99702u.png   \n",
       " 2               整车制造             B轮  634e43cd5f9dbd49324c45d307u.png   \n",
       " 3           基金/证券/期货            已上市  5bfea33774719d2aa34c7eb903a.png   \n",
       " 4            政府/公共事业            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 5             专业技术服务            NaN  61c1924e642c8c0bf718876205u.png   \n",
       " 6             专业技术服务            NaN  61a300391bd4fb704ed9330d05u.jpg   \n",
       " 7               生物技术             B轮  61b07937d0458d53c627567e02u.jpg   \n",
       " 8                 旅游            NaN  60f0ea83310b5804943562da04u.png   \n",
       " 9           基金/证券/期货            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 10          基金/证券/期货           港股上市  60ab7b474005a2070875f99702u.png   \n",
       " 11                制药           战略投资  5bfe92c074719d9f609a7b5803a.png   \n",
       " 12          汽车零部件及配件         沪深A股上市  5bfea07874719d2aa34bf84b03a.png   \n",
       " 13          基金/证券/期货            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 14              其他金融          融资未公开  62356300eb1f3f771fc8d74905u.jpg   \n",
       " 15              医疗器械            NaN  5df710cecd52473b9406564e04u.png   \n",
       " 16               互联网             其他  5d887b5528021708fa52b44403u.jpg   \n",
       " 17                旅游            NaN  60f0ea83310b5804943562da04u.png   \n",
       " 18              医疗器械            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 19          基金/证券/期货           港股上市  60ab7b474005a2070875f99702u.png   \n",
       " 20                银行            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 21          基金/证券/期货          融资未公开  6244e71f327ecf47c93d38e307u.jpg   \n",
       " 22             计算机软件         沪深A股上市  5e858fd337483e328d6f71b808u.jpg   \n",
       " 23              医疗器械         沪深A股上市  5c666954261c45f22d52ea6306u.jpg   \n",
       " 24              培训服务            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 25             批发/零售            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 26              电子商务            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 27                制药         沪深A股上市  5bfea50674719d2aa34cd5f403a.png   \n",
       " 28             计算机软件            NaN  5d9d75b136bdfe73649d8ada04u.png   \n",
       " 29            专业技术服务            NaN  61c1924e642c8c0bf718876205u.png   \n",
       " 30          基金/证券/期货            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 31               NaN            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 32              生物技术             A轮  5f5efd659d37de58797398ed01u.png   \n",
       " 33          食品/饮料/酒水         沪深A股上市  5ec39993f2540204574caa5008u.jpg   \n",
       " 34              医疗器械            NaN  5bfe9c1e74719df0ac9a26b903a.png   \n",
       " 35          基金/证券/期货           港股上市  60ab7b474005a2070875f99702u.png   \n",
       " 36              科技金融            天使轮  62539bd454fa06672bd3111f05u.jpg   \n",
       " 37             酒店/民宿            NaN  6166904c0270aa179ab212c001u.png   \n",
       " 38             批发/零售            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 39              培训服务            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " \n",
       "             comp.compName comp.compId comp.compScale  \\\n",
       " 0         广发证券股份有限公司广州分公司     9874217     2000-5000人   \n",
       " 1         广发证券股份有限公司广州分公司     9874217     2000-5000人   \n",
       " 2                    超境汽车    13304915       100-499人   \n",
       " 3                    广发证券     1421537    5000-10000人   \n",
       " 4               琶洲实验室(黄埔)    13271473       100-499人   \n",
       " 5                    广金征信    12447389         50-99人   \n",
       " 6         广东货多多物流科技股份有限公司    13222749         50-99人   \n",
       " 7            深圳承启生物科技有限公司     8620614          1-49人   \n",
       " 8           广州喜玩国际旅行社有限公司    12832725       100-499人   \n",
       " 9        三和创赢资产管理(深圳)有限公司    12322507          1-49人   \n",
       " 10        广发证券股份有限公司广州分公司     9874217     2000-5000人   \n",
       " 11                   上药国风     8586248    5000-10000人   \n",
       " 12          江苏新日电动车有限公司网站     1066468     2000-5000人   \n",
       " 13       三和创赢资产管理(深圳)有限公司    12322507          1-49人   \n",
       " 14                    壹帮贷     9979087         50-99人   \n",
       " 15          重庆新赛亚生物科技有限公司     9630390       100-499人   \n",
       " 16                   字节跳动     7863078       10000人以上   \n",
       " 17          广州喜玩国际旅行社有限公司    12832725       100-499人   \n",
       " 18          广州市雨锦高新科技有限公司    13328275         50-99人   \n",
       " 19        广发证券股份有限公司广州分公司     9874217     2000-5000人   \n",
       " 20           广州汇宸按揭服务有限公司    13398171         50-99人   \n",
       " 21  广发证券股份有限公司广州农林下路证券营业部    13453209         50-99人   \n",
       " 22                     长亮     3826049    5000-10000人   \n",
       " 23     深圳市新产业生物医学工程股份有限公司     9848125     1000-2000人   \n",
       " 24           广州众联晟通科技有限公司    10211243          1-49人   \n",
       " 25            广东合兴食用油有限公司    12979705          1-49人   \n",
       " 26            广州娇肤兰科技有限公司    13413369         50-99人   \n",
       " 27                  大参林集团     1620248       10000人以上   \n",
       " 28         北京三维天地科技股份有限公司      889256       500-999人   \n",
       " 29                   广金征信    12447389         50-99人   \n",
       " 30         武汉花弘私募基金管理有限公司    13252887          1-49人   \n",
       " 31           广州锋顺汽车贸易有限公司    12442535          1-49人   \n",
       " 32                   予果生物    10157239       100-499人   \n",
       " 33                   汤臣倍健     8080810     2000-5000人   \n",
       " 34          深圳市科曼医疗设备有限公司     7898956     2000-5000人   \n",
       " 35        广发证券股份有限公司广州分公司     9874217     2000-5000人   \n",
       " 36                    惠龙邦    13185809          1-49人   \n",
       " 37                   东呈集团     7943190       10000人以上   \n",
       " 38           广州新视野化妆品有限公司    10260679          1-49人   \n",
       " 39           广州数方网络科技有限公司    12244247          1-49人   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/9874217/  \n",
       " 1    https://www.liepin.com/company/9874217/  \n",
       " 2   https://www.liepin.com/company/13304915/  \n",
       " 3    https://www.liepin.com/company/1421537/  \n",
       " 4   https://www.liepin.com/company/13271473/  \n",
       " 5   https://www.liepin.com/company/12447389/  \n",
       " 6   https://www.liepin.com/company/13222749/  \n",
       " 7    https://www.liepin.com/company/8620614/  \n",
       " 8   https://www.liepin.com/company/12832725/  \n",
       " 9   https://www.liepin.com/company/12322507/  \n",
       " 10   https://www.liepin.com/company/9874217/  \n",
       " 11   https://www.liepin.com/company/8586248/  \n",
       " 12   https://www.liepin.com/company/1066468/  \n",
       " 13  https://www.liepin.com/company/12322507/  \n",
       " 14   https://www.liepin.com/company/9979087/  \n",
       " 15   https://www.liepin.com/company/9630390/  \n",
       " 16   https://www.liepin.com/company/7863078/  \n",
       " 17  https://www.liepin.com/company/12832725/  \n",
       " 18  https://www.liepin.com/company/13328275/  \n",
       " 19   https://www.liepin.com/company/9874217/  \n",
       " 20  https://www.liepin.com/company/13398171/  \n",
       " 21  https://www.liepin.com/company/13453209/  \n",
       " 22   https://www.liepin.com/company/3826049/  \n",
       " 23   https://www.liepin.com/company/9848125/  \n",
       " 24  https://www.liepin.com/company/10211243/  \n",
       " 25  https://www.liepin.com/company/12979705/  \n",
       " 26  https://www.liepin.com/company/13413369/  \n",
       " 27   https://www.liepin.com/company/1620248/  \n",
       " 28    https://www.liepin.com/company/889256/  \n",
       " 29  https://www.liepin.com/company/12447389/  \n",
       " 30  https://www.liepin.com/company/13252887/  \n",
       " 31  https://www.liepin.com/company/12442535/  \n",
       " 32  https://www.liepin.com/company/10157239/  \n",
       " 33   https://www.liepin.com/company/8080810/  \n",
       " 34   https://www.liepin.com/company/7898956/  \n",
       " 35   https://www.liepin.com/company/9874217/  \n",
       " 36  https://www.liepin.com/company/13185809/  \n",
       " 37   https://www.liepin.com/company/7943190/  \n",
       " 38  https://www.liepin.com/company/10260679/  \n",
       " 39  https://www.liepin.com/company/12244247/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"袁先生\",\"imId\":\"b8f45bcd67fe5a5...   \n",
       " 1   {\"recruiterName\":\"施女士\",\"imId\":\"fb736dc97c3889f...   \n",
       " 2   {\"recruiterName\":\"龙先生\",\"imId\":\"bcd19d77fa6bc82...   \n",
       " 3   {\"recruiterName\":\"陈女士\",\"imId\":\"19e88aa69e9cd6c...   \n",
       " 4   {\"recruiterName\":\"徐女士\",\"imId\":\"95533f1fb11a178...   \n",
       " 5   {\"recruiterName\":\"周先生\",\"imId\":\"1f3f288eab588bc...   \n",
       " 6   {\"recruiterName\":\"薛先生\",\"imId\":\"5076a26f8373e2c...   \n",
       " 7   {\"recruiterName\":\"许先生\",\"imId\":\"c41c73918c28ede...   \n",
       " 8   {\"recruiterName\":\"黄先生\",\"imId\":\"e27ada3ab128e79...   \n",
       " 9   {\"recruiterName\":\"韦女士\",\"imId\":\"3d523f070d1cc37...   \n",
       " 10  {\"recruiterName\":\"江先生\",\"imId\":\"885041870f194d7...   \n",
       " 11  {\"recruiterName\":\"李先生\",\"imId\":\"c084cb4172383b8...   \n",
       " 12  {\"recruiterName\":\"潘女士\",\"imId\":\"9301ee12f680cf4...   \n",
       " 13  {\"recruiterName\":\"张先生\",\"imId\":\"e015d0bb13d9a70...   \n",
       " 14  {\"recruiterName\":\"陈女士\",\"imId\":\"7d12bca9f5378fd...   \n",
       " 15  {\"recruiterName\":\"郑女士\",\"imId\":\"eac9a5c0ff3caa0...   \n",
       " 16  {\"recruiterName\":\"邓先生\",\"imId\":\"cbb271d4611179b...   \n",
       " 17  {\"recruiterName\":\"谢先生\",\"imId\":\"f08ccf43c77fd26...   \n",
       " 18  {\"recruiterName\":\"黎女士\",\"imId\":\"f60c7f4bef94c8a...   \n",
       " 19  {\"recruiterName\":\"杨先生\",\"imId\":\"dbf22a564a4a7ad...   \n",
       " 20  {\"recruiterName\":\"谢先生\",\"imId\":\"afb05af2ac516e7...   \n",
       " 21  {\"recruiterName\":\"沈先生\",\"imId\":\"ec4fcc80107de85...   \n",
       " 22  {\"recruiterName\":\"饶先生\",\"imId\":\"80b8e48c629e0b0...   \n",
       " 23  {\"recruiterName\":\"郎女士\",\"imId\":\"541dfdd825d29fc...   \n",
       " 24  {\"recruiterName\":\"吴先生\",\"imId\":\"75f49d3ebef66b0...   \n",
       " 25  {\"recruiterName\":\"林女士\",\"imId\":\"3f41fbff39d1a23...   \n",
       " 26  {\"recruiterName\":\"沈先生\",\"imId\":\"ec4fcc80107de85...   \n",
       " 27  {\"recruiterName\":\"沈先生\",\"imId\":\"ec4fcc80107de85...   \n",
       " 28  {\"recruiterName\":\"张先生\",\"imId\":\"7ff8b743eeca2c7...   \n",
       " 29  {\"recruiterName\":\"朱女士\",\"imId\":\"ae5c25fe6b438a7...   \n",
       " 30  {\"recruiterName\":\"沈先生\",\"imId\":\"ec4fcc80107de85...   \n",
       " 31  {\"recruiterName\":\"罗先生\",\"imId\":\"810be093c64517c...   \n",
       " 32  {\"recruiterName\":\"农女士\",\"imId\":\"d716010b1fa5872...   \n",
       " 33  {\"recruiterName\":\"茹女士\",\"imId\":\"e72681864a03025...   \n",
       " 34  {\"recruiterName\":\"林女士\",\"imId\":\"3f41fbff39d1a23...   \n",
       " 35  {\"recruiterName\":\"王先生\",\"imId\":\"07c16b13c200449...   \n",
       " 36  {\"recruiterName\":\"陈女士\",\"imId\":\"4a32f13c49d4fe5...   \n",
       " 37  {\"recruiterName\":\"李女士\",\"imId\":\"2aa95d7ff9717c4...   \n",
       " 38  {\"recruiterName\":\"邱先生\",\"imId\":\"8ba0e002f3da865...   \n",
       " 39  {\"recruiterName\":\"李先生\",\"imId\":\"ee8ece450dc9707...   \n",
       " \n",
       "                                              dataInfo      comp.compName  \\\n",
       " 0   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...    广州市佳启智能科技有限责任公司   \n",
       " 1   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...               上海若古   \n",
       " 2   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...               墨斗科技   \n",
       " 3   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...    广发证券股份有限公司广州分公司   \n",
       " 4   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...     广州长弓浪博网络科技有限公司   \n",
       " 5   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...                 希沃   \n",
       " 6   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...        广州云的家科技有限公司   \n",
       " 7   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...         广州善谦科技有限公司   \n",
       " 8   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...    广发证券股份有限公司广州分公司   \n",
       " 9   %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...       广东阳健医疗科技有限公司   \n",
       " 10  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...       广东弘高创意咨询有限公司   \n",
       " 11  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...       广州然信医药科技有限公司   \n",
       " 12  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...    广州亿意互联网信息科技有限公司   \n",
       " 13  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...       广州裕泰投资咨询有限公司   \n",
       " 14  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...     广州民银按揭信息服务有限公司   \n",
       " 15  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...                 天石   \n",
       " 16  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...       华弘咨询(广州)有限公司   \n",
       " 17  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...     阿克苏珍玉果电子商务有限公司   \n",
       " 18  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...      广州市百盛一方科技有限公司   \n",
       " 19  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...  佛山市德和信即刻来餐饮管理有限公司   \n",
       " 20  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...    广发证券股份有限公司广州分公司   \n",
       " 21  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...      广东环凯微生物科技有限公司   \n",
       " 22  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...               广发证券   \n",
       " 23  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...               赛基生物   \n",
       " 24  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...               广金征信   \n",
       " 25  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...         广州际洲贸易有限公司   \n",
       " 26  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...      广东环凯微生物科技有限公司   \n",
       " 27  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...      广东环凯微生物科技有限公司   \n",
       " 28  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...       东软医疗系统股份有限公司   \n",
       " 29  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...       广州妃珠生物科技有限公司   \n",
       " 30  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...      广东环凯微生物科技有限公司   \n",
       " 31  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...  深圳市前海美银互联基金管理有限公司   \n",
       " 32  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...     广州怪力视效网络科技有限公司   \n",
       " 33  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...               慕恩生物   \n",
       " 34  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...         广州际洲贸易有限公司   \n",
       " 35  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...   天宫造物(广州)设计有限责任公司   \n",
       " 36  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...    广发证券股份有限公司广州分公司   \n",
       " 37  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...       广州亿创医药科技有限公司   \n",
       " 38  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...    广发证券股份有限公司广州分公司   \n",
       " 39  %7B%22d_curPage%22%3A%222%22%2C%22d_pageSize%2...    联通(广东)产业互联网有限公司   \n",
       " \n",
       "    comp.compScale comp.compIndustry comp.compStage  \\\n",
       " 0           1-49人              智能硬件          融资未公开   \n",
       " 1          50-99人               互联网             A轮   \n",
       " 2          50-99人               互联网             A轮   \n",
       " 3      2000-5000人          基金/证券/期货           港股上市   \n",
       " 4           1-49人            贸易/进出口            NaN   \n",
       " 5      2000-5000人               互联网           战略投资   \n",
       " 6           1-49人             计算机软件            NaN   \n",
       " 7           1-49人               NaN            NaN   \n",
       " 8      2000-5000人          基金/证券/期货           港股上市   \n",
       " 9           1-49人              培训服务          融资未公开   \n",
       " 10         50-99人           其他商务服务业             其他   \n",
       " 11          1-49人              医疗机构          融资未公开   \n",
       " 12         50-99人              培训服务            NaN   \n",
       " 13          1-49人                银行            NaN   \n",
       " 14          1-49人            专业技术服务            NaN   \n",
       " 15       100-499人          房地产租赁/中介            NaN   \n",
       " 16          1-49人            专业技术服务            NaN   \n",
       " 17          1-49人             批发/零售            NaN   \n",
       " 18          1-49人             计算机软件            NaN   \n",
       " 19          1-49人             酒店/民宿            NaN   \n",
       " 20     2000-5000人          基金/证券/期货           港股上市   \n",
       " 21       100-499人                制药          融资未公开   \n",
       " 22    5000-10000人          基金/证券/期货            已上市   \n",
       " 23       100-499人              医疗器械           战略投资   \n",
       " 24         50-99人            专业技术服务            NaN   \n",
       " 25       100-499人            贸易/进出口          融资未公开   \n",
       " 26       100-499人                制药          融资未公开   \n",
       " 27       100-499人                制药          融资未公开   \n",
       " 28     2000-5000人              医疗器械            NaN   \n",
       " 29          1-49人              培训服务            NaN   \n",
       " 30       100-499人                制药          融资未公开   \n",
       " 31          1-49人          基金/证券/期货            NaN   \n",
       " 32         50-99人             计算机软件            NaN   \n",
       " 33       100-499人                制药             C轮   \n",
       " 34       100-499人            贸易/进出口          融资未公开   \n",
       " 35          1-49人              室内娱乐            NaN   \n",
       " 36     2000-5000人          基金/证券/期货           港股上市   \n",
       " 37          1-49人              培训服务          融资未公开   \n",
       " 38     2000-5000人          基金/证券/期货           港股上市   \n",
       " 39     1000-2000人               互联网            NaN   \n",
       " \n",
       "                       comp.compLogo  comp.compId  \\\n",
       " 0   63f45c6686f93e07bbf91a9206u.png     13087493   \n",
       " 1   5f1536ba639c83538673ecc305u.jpg      9748869   \n",
       " 2   61b07937d0458d53c627567e02u.jpg      9927767   \n",
       " 3   60ab7b474005a2070875f99702u.png      9874217   \n",
       " 4   61b07937d0458d53c627567e02u.jpg      9337079   \n",
       " 5   5948f6cf70320c7ee1a312fc04a.jpg      8955108   \n",
       " 6   61b07937d0458d53c627567e02u.jpg     10240527   \n",
       " 7   61b07937d0458d53c627567e02u.jpg     12791027   \n",
       " 8   60ab7b474005a2070875f99702u.png      9874217   \n",
       " 9   61b07937d0458d53c627567e02u.jpg     12253715   \n",
       " 10  633290cddafae3366ea99fb505u.jpg     13320439   \n",
       " 11  61b07937d0458d53c627567e02u.jpg      9834971   \n",
       " 12  61b07937d0458d53c627567e02u.jpg     12272049   \n",
       " 13  61b07937d0458d53c627567e02u.jpg      9637997   \n",
       " 14  61b07937d0458d53c627567e02u.jpg     12945407   \n",
       " 15  5bfea24574719d2aa34c51ce03a.png      8829061   \n",
       " 16  61b07937d0458d53c627567e02u.jpg     12709739   \n",
       " 17  61b07937d0458d53c627567e02u.jpg     12156071   \n",
       " 18  61b07937d0458d53c627567e02u.jpg     12596037   \n",
       " 19  61b07937d0458d53c627567e02u.jpg      9710893   \n",
       " 20  60ab7b474005a2070875f99702u.png      9874217   \n",
       " 21  5bfe8edd74719d35745a548603a.png      7932064   \n",
       " 22  5bfea33774719d2aa34c7eb903a.png      1421537   \n",
       " 23  5fd03c23b379773c7f5cadf203u.png     12196661   \n",
       " 24  61c1924e642c8c0bf718876205u.png     12447389   \n",
       " 25  61b07937d0458d53c627567e02u.jpg     12638043   \n",
       " 26  5bfe8edd74719d35745a548603a.png      7932064   \n",
       " 27  5bfe8edd74719d35745a548603a.png      7932064   \n",
       " 28  5e69dcfc5a1a60079d468ede05u.jpg      8750407   \n",
       " 29  61b07937d0458d53c627567e02u.jpg     13220879   \n",
       " 30  5bfe8edd74719d35745a548603a.png      7932064   \n",
       " 31  61b07937d0458d53c627567e02u.jpg      9659479   \n",
       " 32  61b07937d0458d53c627567e02u.jpg     12549455   \n",
       " 33  5cbea68d9fae687d4331595302u.png      9945125   \n",
       " 34  61b07937d0458d53c627567e02u.jpg     12638043   \n",
       " 35  61b07937d0458d53c627567e02u.jpg     10235001   \n",
       " 36  60ab7b474005a2070875f99702u.png      9874217   \n",
       " 37  61b07937d0458d53c627567e02u.jpg      8092706   \n",
       " 38  60ab7b474005a2070875f99702u.png      9874217   \n",
       " 39  6030a6c1701c060c94ace27002u.png      9095103   \n",
       " \n",
       "                                    comp.link  \\\n",
       " 0   https://www.liepin.com/company/13087493/   \n",
       " 1    https://www.liepin.com/company/9748869/   \n",
       " 2    https://www.liepin.com/company/9927767/   \n",
       " 3    https://www.liepin.com/company/9874217/   \n",
       " 4    https://www.liepin.com/company/9337079/   \n",
       " 5    https://www.liepin.com/company/8955108/   \n",
       " 6   https://www.liepin.com/company/10240527/   \n",
       " 7   https://www.liepin.com/company/12791027/   \n",
       " 8    https://www.liepin.com/company/9874217/   \n",
       " 9   https://www.liepin.com/company/12253715/   \n",
       " 10  https://www.liepin.com/company/13320439/   \n",
       " 11   https://www.liepin.com/company/9834971/   \n",
       " 12  https://www.liepin.com/company/12272049/   \n",
       " 13   https://www.liepin.com/company/9637997/   \n",
       " 14  https://www.liepin.com/company/12945407/   \n",
       " 15   https://www.liepin.com/company/8829061/   \n",
       " 16  https://www.liepin.com/company/12709739/   \n",
       " 17  https://www.liepin.com/company/12156071/   \n",
       " 18  https://www.liepin.com/company/12596037/   \n",
       " 19   https://www.liepin.com/company/9710893/   \n",
       " 20   https://www.liepin.com/company/9874217/   \n",
       " 21   https://www.liepin.com/company/7932064/   \n",
       " 22   https://www.liepin.com/company/1421537/   \n",
       " 23  https://www.liepin.com/company/12196661/   \n",
       " 24  https://www.liepin.com/company/12447389/   \n",
       " 25  https://www.liepin.com/company/12638043/   \n",
       " 26   https://www.liepin.com/company/7932064/   \n",
       " 27   https://www.liepin.com/company/7932064/   \n",
       " 28   https://www.liepin.com/company/8750407/   \n",
       " 29  https://www.liepin.com/company/13220879/   \n",
       " 30   https://www.liepin.com/company/7932064/   \n",
       " 31   https://www.liepin.com/company/9659479/   \n",
       " 32  https://www.liepin.com/company/12549455/   \n",
       " 33   https://www.liepin.com/company/9945125/   \n",
       " 34  https://www.liepin.com/company/12638043/   \n",
       " 35  https://www.liepin.com/company/10235001/   \n",
       " 36   https://www.liepin.com/company/9874217/   \n",
       " 37   https://www.liepin.com/company/8092706/   \n",
       " 38   https://www.liepin.com/company/9874217/   \n",
       " 39   https://www.liepin.com/company/9095103/   \n",
       " \n",
       "                                            job.labels  ...  \\\n",
       " 0                                          [AI人工智能产品]  ...   \n",
       " 1                                    [增长产品, 直播, 产品规划]  ...   \n",
       " 2                          [SaaS产品, 产品规划, 产品优化, to B]  ...   \n",
       " 3                                                  []  ...   \n",
       " 4                                                  []  ...   \n",
       " 5                                          [高教 硬件 产品]  ...   \n",
       " 6                                                  []  ...   \n",
       " 7                                              [需求分析]  ...   \n",
       " 8                                            [证券从业资格]  ...   \n",
       " 9                                 [医疗器械, 医疗保健, 医学、护理]  ...   \n",
       " 10                                                 []  ...   \n",
       " 11                                     [市场营销, 医药产品经理]  ...   \n",
       " 12                                    [金融理财/贷款, 金融行业]  ...   \n",
       " 13                                                 []  ...   \n",
       " 14                                             [金融产品]  ...   \n",
       " 15                               [运营战略规划, 推广策略, 电商运营]  ...   \n",
       " 16                                             [金融产品]  ...   \n",
       " 17                                       [搜索产品, 数据产品]  ...   \n",
       " 18                    [原料采购, 供应链管理, 物资采购, 采购管理, 辅料采购]  ...   \n",
       " 19                                             [硬件产品]  ...   \n",
       " 20                                                 []  ...   \n",
       " 21              [生物制药, 医学检验, 测试片, easyID, 采样拭子, 产品经理]  ...   \n",
       " 22                             [模块开发, IT/信息化领域, 系统开发]  ...   \n",
       " 23                                 [市场策划, 活动策划, 市场推广]  ...   \n",
       " 24                                                 []  ...   \n",
       " 25  [文字编辑, 医美编辑, 医药编辑, 文案编辑, 医学文献编辑, 医学文献检索, 药学文献检...  ...   \n",
       " 26          [微生物, 细胞耗材, 市场调研分析, 宣传推广, 目标制定分解, 标杆客户开拓]  ...   \n",
       " 27                 [市场调研, to B, 产品规划, 医疗行业, 化妆品, 消费品]  ...   \n",
       " 28                                         [医疗器械产品经理]  ...   \n",
       " 29  [化妆品, 产品规划, 需求分析, 直播/视频产品, 市场调研, 供应链产品, 内容产品, ...  ...   \n",
       " 30                [微生物仪器, 产品宣传, 目标制定分解, 标杆客户开拓, 市场调研]  ...   \n",
       " 31                                             [客户管理]  ...   \n",
       " 32                                             [项目助理]  ...   \n",
       " 33                       [产品运营能力, 农业相关专业, 微生物学, 产品经理]  ...   \n",
       " 34                                  [化妆品, 团队管理, 用户研究]  ...   \n",
       " 35                                                 []  ...   \n",
       " 36                                          [证券从业资格证]  ...   \n",
       " 37                                [医学应届毕业生, 医疗耗材, 医生]  ...   \n",
       " 38                                           [证券从业资格]  ...   \n",
       " 39  [硕士, 产品运营, 云计算/大数据, 数据运营, 人工智能, 平台运营, 数据分析, IT...  ...   \n",
       " \n",
       "    job.requireEduLevel  job.requireWorkYears recruiter.recruiterName  \\\n",
       " 0                   本科                  经验不限                     袁先生   \n",
       " 1                 统招本科                  经验不限                     施女士   \n",
       " 2                   本科                  经验不限                     龙先生   \n",
       " 3                   本科                  经验不限                     陈女士   \n",
       " 4                   本科                  经验不限                     徐女士   \n",
       " 5                   本科                  经验不限                     周先生   \n",
       " 6                   本科                  经验不限                     薛先生   \n",
       " 7                 统招本科                  经验不限                     许先生   \n",
       " 8                   本科                  经验不限                     黄先生   \n",
       " 9                   大专                  经验不限                     韦女士   \n",
       " 10                  本科                  经验不限                     江先生   \n",
       " 11                  本科                  经验不限                     李先生   \n",
       " 12               中专/中技                  经验不限                     潘女士   \n",
       " 13                  大专                  经验不限                     张先生   \n",
       " 14                  大专                  经验不限                     陈女士   \n",
       " 15                学历不限                  经验不限                     郑女士   \n",
       " 16                学历不限                  经验不限                     邓先生   \n",
       " 17                  本科                  经验不限                     谢先生   \n",
       " 18                  大专                  经验不限                     黎女士   \n",
       " 19                  硕士                  经验不限                     杨先生   \n",
       " 20                统招本科                  经验不限                     谢先生   \n",
       " 21                统招本科                  经验不限                     沈先生   \n",
       " 22                  本科                  经验不限                     饶先生   \n",
       " 23                统招本科                  一年以下                     郎女士   \n",
       " 24                  本科                  经验不限                     吴先生   \n",
       " 25                  大专                  一年以下                     林女士   \n",
       " 26                统招本科                  经验不限                     沈先生   \n",
       " 27                统招本科                  经验不限                     沈先生   \n",
       " 28                  本科                  经验不限                     张先生   \n",
       " 29                  本科                  经验不限                     朱女士   \n",
       " 30                  本科                  经验不限                     沈先生   \n",
       " 31                  大专                  经验不限                     罗先生   \n",
       " 32                  大专                  经验不限                     农女士   \n",
       " 33                  硕士                  经验不限                     茹女士   \n",
       " 34                  本科                  经验不限                     林女士   \n",
       " 35                  本科                  经验不限                     王先生   \n",
       " 36                  本科                  经验不限                     陈女士   \n",
       " 37                  本科                  一年以下                     李女士   \n",
       " 38                  本科                  经验不限                     邱先生   \n",
       " 39                 NaN                   NaN                     李先生   \n",
       " \n",
       "    recruiter.recruiterTitle recruiter.chatted  \\\n",
       " 0                   大客户销售总监             False   \n",
       " 1                        人事             False   \n",
       " 2                     产品负责人             False   \n",
       " 3                     合规、综合             False   \n",
       " 4                        人事             False   \n",
       " 5                        总监             False   \n",
       " 6                      人事总监             False   \n",
       " 7            android高级研发工程师             False   \n",
       " 8                      营销总监             False   \n",
       " 9                        会计             False   \n",
       " 10                 副总裁/副总经理             False   \n",
       " 11                    市场部经理             False   \n",
       " 12                       股东             False   \n",
       " 13                     招聘经理             False   \n",
       " 14                     电话销售             False   \n",
       " 15                   人事行政经理             False   \n",
       " 16                     人事经理             False   \n",
       " 17                   反欺诈副经理             False   \n",
       " 18                       主管             False   \n",
       " 19                   人力资源总监             False   \n",
       " 20            广州花都紫薇路营业部总经理             False   \n",
       " 21                                      False   \n",
       " 22                     招聘经理             False   \n",
       " 23                       HR             False   \n",
       " 24                      负责人             False   \n",
       " 25          首席执行官CEO/总裁/总经理             False   \n",
       " 26                                      False   \n",
       " 27                                      False   \n",
       " 28                     大区经理             False   \n",
       " 29         助理总经理/总经理助理(高管级)             False   \n",
       " 30                                      False   \n",
       " 31                       经理             False   \n",
       " 32                     人事专员             False   \n",
       " 33        慕恩（广州）生物科技有限公司 HR             False   \n",
       " 34          首席执行官CEO/总裁/总经理             False   \n",
       " 35                     人事经理             False   \n",
       " 36                       HR             False   \n",
       " 37                     运营总监             False   \n",
       " 38                     营销总监             False   \n",
       " 39                人力资源经理/主管             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   b8f45bcd67fe5a5314c33c05749ae593                    2   \n",
       " 1   fb736dc97c3889fdf4d86ae938b4bcb8                    2   \n",
       " 2   bcd19d77fa6bc82a81f8dffd8c5b008c                    2   \n",
       " 3   19e88aa69e9cd6cccefc0e440455247a                    2   \n",
       " 4   95533f1fb11a178d8d1ff84e0a6c6898                    2   \n",
       " 5   1f3f288eab588bce947e89eb780464e7                    2   \n",
       " 6   5076a26f8373e2c16bc971ec2e264ed1                    2   \n",
       " 7   c41c73918c28ede461a8485668ee84be                    2   \n",
       " 8   e27ada3ab128e79a7b84ec3c657ae83b                    2   \n",
       " 9   3d523f070d1cc3704383db9bf147ecbd                    2   \n",
       " 10  885041870f194d7a649c553ff84e776e                    2   \n",
       " 11  c084cb4172383b8dac365a663ca833da                    2   \n",
       " 12  9301ee12f680cf4b062c1b1ee9c7454d                    2   \n",
       " 13  e015d0bb13d9a70cad8732728d6065d6                    2   \n",
       " 14  7d12bca9f5378fd8940b11b3bfc894fa                    2   \n",
       " 15  eac9a5c0ff3caa0faaa70b13e477f173                    2   \n",
       " 16  cbb271d4611179bbd6a9d1214a39013b                    2   \n",
       " 17  f08ccf43c77fd26c9f90a7bcfdb96d0e                    2   \n",
       " 18  f60c7f4bef94c8a267766a03c68ce883                    2   \n",
       " 19  dbf22a564a4a7ad11b4fb320fc878e26                    2   \n",
       " 20  afb05af2ac516e7658bd3a217be05b4d                    2   \n",
       " 21  ec4fcc80107de85b626cd406b14d2b76                    2   \n",
       " 22  80b8e48c629e0b0704612e645251413c                    2   \n",
       " 23  541dfdd825d29fc067766a03c68ce883                    2   \n",
       " 24  75f49d3ebef66b04a8f5ce52e9265bac                    2   \n",
       " 25  3f41fbff39d1a239966d2c65245014c5                    2   \n",
       " 26  ec4fcc80107de85b626cd406b14d2b76                    2   \n",
       " 27  ec4fcc80107de85b626cd406b14d2b76                    2   \n",
       " 28  7ff8b743eeca2c744f3475fd061985f8                    2   \n",
       " 29  ae5c25fe6b438a7713d8a6ef9551fb50                    2   \n",
       " 30  ec4fcc80107de85b626cd406b14d2b76                    2   \n",
       " 31  810be093c64517cfe030375514342674                    2   \n",
       " 32  d716010b1fa58724946ec508e6feca67                    2   \n",
       " 33  e72681864a0302540c6b280bb9c3d043                    2   \n",
       " 34  3f41fbff39d1a239966d2c65245014c5                    2   \n",
       " 35  07c16b13c20044950e33f8ac54fbf39e                    2   \n",
       " 36  4a32f13c49d4fe58a8576116ff288909                    2   \n",
       " 37  2aa95d7ff9717c4b835da8f121f93219                    2   \n",
       " 38  8ba0e002f3da865a0e33f8ac54fbf39e                    2   \n",
       " 39  ee8ece450dc970726dadb487287a091a                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   954456867dc96377ff6380caf52661eb   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 1   053c9fb109c37485ae450d20e8a8f1b1   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2   3958660944f868444e71378e66863723   5f8f986aea60860b75384fab08u.jpg   \n",
       " 3   97ea26ecf34c6048ff1643acbc81437d   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 4   8830efac0af69da8bea683564b917f86   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 5   035019597e87d5ef086c23f9697d1904   61b86c40e24e9163b57e2e6907u.png   \n",
       " 6   4f4a545485218a9f555cd6b6f6cbe565   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 7   8f4b7476a447bf86852bf358596ad554   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 8   d600d503cd3a9df9d5214301d45b743e   60b87a1ea050d5186c9fb92202u.png   \n",
       " 9   1ac86cfbdfb00565519543b746cdb440   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  3ea27fc77ecf5b1530ceaa39066c15df   5f8f986aea60860b75384fab08u.jpg   \n",
       " 11  6e8e0c4baf3ae16cd14b060019b3c6e5   5bee7f708e502d5786100e8304a.png   \n",
       " 12  0bd38f892f4019777ae2c0b56400c9be   5fa64b0a930a7616c5f637b507u.png   \n",
       " 13  2f6eb0852b80faae3fa3e3ee06f1978a   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 14  a15b40da34c89358e3b5a5c62f6d3ab0   614d4634cf573a7246685ce701u.png   \n",
       " 15  2e7becdc1174682533e3b4523cfd9944   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 16  24011920f5b196f3f6510089f14458e6   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 17  d1d7f54c9ae9d50e1bc4f2587fc9dc75   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 18  d0b052ccc5fdcd5d0bcc359102e30115   603e442fc2d67e3dce0f7fcd04u.png   \n",
       " 19  170f1be552884e13e226f3d61eae6d34   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 20  64cf073a57a80b44441cb1c2586e9b1c  6438ea675f781e5cf71ee9ba04u.jpeg   \n",
       " 21  ae6a5bf4b06beb2b457e7f983c55ba6d   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22  c8b040414c97595a274a08c89b7442b4   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 23  a2c0cead8ce973be7175822d71c97e09   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 24  de4613ebecf2f45dd627e65d94613e3b   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 25  f92d451d202af926114a102d1b3750ed   623182379119f1177ae9019f03u.png   \n",
       " 26  ae6a5bf4b06beb2b457e7f983c55ba6d   5f8f986aea60860b75384fab08u.jpg   \n",
       " 27  ae6a5bf4b06beb2b457e7f983c55ba6d   5f8f986aea60860b75384fab08u.jpg   \n",
       " 28  040c04108a982db105aa9e40ff6438fc   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29  ec35a4c72e2c55a470d9b62726969fec   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 30  ae6a5bf4b06beb2b457e7f983c55ba6d   5f8f986aea60860b75384fab08u.jpg   \n",
       " 31  a9a97e821f196f1a5c719e14475dd69c   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 32  480a7ba878c313954b2faace344e5dde   638d6b2034e8df2c1c6480bc02u.png   \n",
       " 33  3128fb1cb5be4dfaaeb36a4f8cecf388   642a76728d084a54d9b457e801u.png   \n",
       " 34  f92d451d202af926114a102d1b3750ed   623182379119f1177ae9019f03u.png   \n",
       " 35  e94cf48fe3bcbd1f6ab11fbf2c073a2f   5f8f986aea60860b75384fab08u.jpg   \n",
       " 36  6176aace3f3633fa3bb4f8cf0ba4ea07   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 37  ff92d1ab96ba49dd571c0ab6598cb507   61a47ad8e8c656539de018ca08u.png   \n",
       " 38  686c068f93c6d8499371f4aefbbac731   5f8f986aea60860b75384fab08u.jpg   \n",
       " 39  ec9218078fe56078643873581a669533   5f8f986aea60860b75384fab08u.jpg   \n",
       " \n",
       "    job.campusJobKind  \n",
       " 0                NaN  \n",
       " 1                NaN  \n",
       " 2                NaN  \n",
       " 3                NaN  \n",
       " 4                NaN  \n",
       " 5                NaN  \n",
       " 6                NaN  \n",
       " 7                NaN  \n",
       " 8                NaN  \n",
       " 9                NaN  \n",
       " 10               NaN  \n",
       " 11               NaN  \n",
       " 12               NaN  \n",
       " 13               NaN  \n",
       " 14               NaN  \n",
       " 15               NaN  \n",
       " 16               NaN  \n",
       " 17               NaN  \n",
       " 18               NaN  \n",
       " 19               NaN  \n",
       " 20               NaN  \n",
       " 21               NaN  \n",
       " 22               NaN  \n",
       " 23               NaN  \n",
       " 24               NaN  \n",
       " 25               NaN  \n",
       " 26               NaN  \n",
       " 27               NaN  \n",
       " 28               NaN  \n",
       " 29               NaN  \n",
       " 30               NaN  \n",
       " 31               NaN  \n",
       " 32               NaN  \n",
       " 33               NaN  \n",
       " 34               NaN  \n",
       " 35               NaN  \n",
       " 36               NaN  \n",
       " 37               NaN  \n",
       " 38               NaN  \n",
       " 39                应届  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"1f47205dfe869e16ee7b65a82243fe9b\",\"im...   \n",
       " 1   {\"imId\":\"7f40a1fc0def363b9f90a7bcfdb96d0e\",\"im...   \n",
       " 2   {\"imId\":\"8b1479bc35eaa57d8d1ff84e0a6c6898\",\"im...   \n",
       " 3   {\"imId\":\"47c45024c5f33ffc651ec1d54741dccf\",\"im...   \n",
       " 4   {\"imId\":\"b460a551fb2d79b3337193710fe42056\",\"im...   \n",
       " 5   {\"imId\":\"20d2bbe96c5dd5c39552a237d109804b\",\"im...   \n",
       " 6   {\"imId\":\"541dfdd825d29fc067766a03c68ce883\",\"im...   \n",
       " 7   {\"imId\":\"4ba2cc36d0d2132e721ecde79a93b5df\",\"im...   \n",
       " 8   {\"imId\":\"a52981d937e43ae4351ff05530f680dd\",\"im...   \n",
       " 9   {\"imId\":\"7785bafdf628737ea44073f4eac7a607\",\"im...   \n",
       " 10  {\"imId\":\"675f194cfe36eb97cc809655362a8e54\",\"im...   \n",
       " 11  {\"imId\":\"1f47205dfe869e16ee7b65a82243fe9b\",\"im...   \n",
       " 12  {\"imId\":\"1f47205dfe869e16ee7b65a82243fe9b\",\"im...   \n",
       " 13  {\"imId\":\"2af38feb904a2e2378efc05f67c8e059\",\"im...   \n",
       " 14  {\"imId\":\"666ce2f436b1f62f4d9522e0639a3350\",\"im...   \n",
       " 15  {\"imId\":\"0e0352b8196f7699845dc9ef4553eecd\",\"im...   \n",
       " 16  {\"imId\":\"542c1cc0118b9adc8e56b8471df96935\",\"im...   \n",
       " 17  {\"imId\":\"a1a516a22384c8b299eeb040770b0b48\",\"im...   \n",
       " 18  {\"imId\":\"f154c2c6f4b18350c051c4e7ef49e137\",\"im...   \n",
       " 19  {\"imId\":\"84f10332f19482df67766a03c68ce883\",\"im...   \n",
       " 20  {\"imId\":\"b1a923c0f999ae455eb8013476205931\",\"im...   \n",
       " 21  {\"imId\":\"4dc81f46b921055faf9af2c576e9df0e\",\"im...   \n",
       " 22  {\"imId\":\"4dc81f46b921055faf9af2c576e9df0e\",\"im...   \n",
       " 23  {\"imId\":\"0dd6824bfff3164a73ea3114a5fc2d96\",\"im...   \n",
       " 24  {\"imId\":\"6f940db7aa4c0e072982e990dc084411\",\"im...   \n",
       " 25  {\"imId\":\"c5847aea1c23c31a05cd690f9a5023eb\",\"im...   \n",
       " 26  {\"imId\":\"c5847aea1c23c31a05cd690f9a5023eb\",\"im...   \n",
       " 27  {\"imId\":\"c5847aea1c23c31a05cd690f9a5023eb\",\"im...   \n",
       " 28  {\"imId\":\"749e41b9bd49c95499c5c4fb06d115ec\",\"im...   \n",
       " 29  {\"imId\":\"4424dbbb847efb7bd9f9b108068c7fc3\",\"im...   \n",
       " 30  {\"imId\":\"99a298c57287e85f1837546e45eb3a29\",\"im...   \n",
       " 31  {\"imId\":\"3b093838bf825d7a66ce88607322b750\",\"im...   \n",
       " 32  {\"imId\":\"aba44113ae6cdf8e4f3475fd061985f8\",\"im...   \n",
       " 33  {\"imId\":\"aba44113ae6cdf8e59fa1edc56d4cb5e\",\"im...   \n",
       " 34  {\"imId\":\"40875028331634a054f897cc91b0c405\",\"im...   \n",
       " 35  {\"imId\":\"16595bb03d8e89b752e4223b98a2bc60\",\"im...   \n",
       " 36  {\"imId\":\"dd9c173858ba1314f4067025f1d6ce6f\",\"im...   \n",
       " 37  {\"imId\":\"8568fb07dd69694c67766a03c68ce883\",\"im...   \n",
       " 38  {\"imId\":\"0dd6824bfff3164a73ea3114a5fc2d96\",\"im...   \n",
       " 39  {\"imId\":\"3e33370eee6fd972947e89eb780464e7\",\"im...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                  []   \n",
       " 1                                                  []   \n",
       " 2                                        [需求挖掘, 用户研究]   \n",
       " 3                                                  []   \n",
       " 4                                        [医药企业, 制药企业]   \n",
       " 5                                                  []   \n",
       " 6                                  [市场策划, 活动策划, 市场推广]   \n",
       " 7                                        [产品运营, 数据运营]   \n",
       " 8                                              [产品规划]   \n",
       " 9                        [网络运维, 网络建设, 技术支持, IT/信息化领域]   \n",
       " 10                   [化妆品配方, 化工技术应用, 化妆品工艺, 化学分析, 检测]   \n",
       " 11                                                 []   \n",
       " 12                                       [销售管理, 客户管理]   \n",
       " 13  [图纸设计, 3D设计, 模型设计, 外观设计, 工艺设计, Rhino, CorelDRA...   \n",
       " 14                                  [本科, 产品管理, 计算机软件]   \n",
       " 15     [本科, 光学系统设计, 光路设计, 激光器, 激光器件, 光电子, 激光仪器, 光学产品]   \n",
       " 16                                               [硕士]   \n",
       " 17                             [本科, CRA, 临床试验, GCP认证]   \n",
       " 18                                               [本科]   \n",
       " 19                                               [本科]   \n",
       " 20                                         [硕士, 数据挖掘]   \n",
       " 21                                               [硕士]   \n",
       " 22                                               [硕士]   \n",
       " 23                                         [本科, 技术支持]   \n",
       " 24                             [硕士, 水产养殖, 渔业, 环境, 化学]   \n",
       " 25                                               [硕士]   \n",
       " 26                                               [硕士]   \n",
       " 27                                               [硕士]   \n",
       " 28  [硕士, 管培生；, 应届生, 校园招聘, 产品策划, 活动策划, 文案策划, 写材料, 招...   \n",
       " 29                 [硕士, 需求验证, 产品设计, 需求分析, 用户研究, 产品规划]   \n",
       " 30                                               [本科]   \n",
       " 31     [本科, 数据产品, 原型设计, 市场调研, 需求调研, 需求分析, 用户研究, 产品设计]   \n",
       " 32  [学历不限, 数据产品, IT互联网, 产品设计, 竞品分析, 数据挖掘, 产品优化, 需求...   \n",
       " 33  [本科, 需求分析, IT互联网, to B, to C, 产品设计, 用户研究, web端...   \n",
       " 34  [硕士, 供应链产品, 采购, 电子商务, 产品设计, 产品规划, 用户研究, 需求管理, ...   \n",
       " 35  [本科, 需求分析, 产品规划, 调度策略产品, 硬件产品, 云计算, to B, 产品设计...   \n",
       " 36                                        [硕士, 医药管培生]   \n",
       " 37                                               [本科]   \n",
       " 38                             [本科, 测试开发, 软件测试, 性能测试]   \n",
       " 39                                         [硕士, 数据产品]   \n",
       " \n",
       "                          job.title  job.salary  job.dq job.jobId  \\\n",
       " 0                         基金产品营销经理      15-40k      广州  55964227   \n",
       " 1                       资深彩妆产品开发经理  18-25k·13薪      广州  44092017   \n",
       " 2                           产品推广经理        5-9k      广州  36197055   \n",
       " 3             （口腔）区域数字化口腔产品运营经理/专员      25-40k  广州-花都区  56484613   \n",
       " 4                      SAAS云产品客户经理   7-13k·13薪  广州-天河区  57455289   \n",
       " 5                 金融产品客户经理（社区运营方向）      10-15k  广州-海珠区  46738579   \n",
       " 6                            产品部经理        薪资面议  广州-越秀区  49672979   \n",
       " 7                           产品运营经理  10-18k·13薪  广州-天河区  47857901   \n",
       " 8                           产品体验经理      15-30k  广州-南沙区  40364309   \n",
       " 9                           产品项目经理        5-8k      广州  50547857   \n",
       " 10                        美妆产品开发经理       8-13k      广州  37126163   \n",
       " 11                 基金产品渠道营销经理（实习生）      10-30k  广州-天河区  55186735   \n",
       " 12                      基金产品渠道营销经理      20-50k      广州  53901509   \n",
       " 13                        产品设计师/经理       8-24k  广州-荔湾区  53554279   \n",
       " 14                           产品管培生       7-11k      广州  52813837   \n",
       " 15                         实习生储备干部        5-8k  广州-黄埔区  55700623   \n",
       " 16                         大宗商品研究员       8-10k  广州-海珠区  54955497   \n",
       " 17                       临床研究助理CTA        5-6k      广州  46523747   \n",
       " 18                           需求分析师   8-12k·13薪      广州  43627109   \n",
       " 19                       电力工程师/技术员  10-16k·13薪      广州  43565083   \n",
       " 20                   IT培训生(J13838)      10-15k      广州  55671861   \n",
       " 21                   IT培训生(J13531)      10-15k      广州  54120829   \n",
       " 22                   IT培训生(J13531)      10-15k  广州-海珠区  51645995   \n",
       " 23                软件技术支持（2023校园招聘）   9-12k·13薪  广州-黄埔区  56308565   \n",
       " 24                动保配方师 (MJ002622)       9-12k  广州-番禺区  52922577   \n",
       " 25                         噪声模型工程师       9-14k  广州-海珠区  53331545   \n",
       " 26                         大气模型工程师       9-14k  广州-海珠区  53331443   \n",
       " 27                          水模型工程师       9-14k  广州-海珠区  53331339   \n",
       " 28                             管培生   6-15k·13薪  广州-越秀区  57386033   \n",
       " 29      2023届校招-产品需求工程师 (MJ014246)  15-25k·15薪  广州-越秀区  57976959   \n",
       " 30                           食品销售岗        4-6k      广州  57960627   \n",
       " 31                        产品培训生-全国       6-12k  广州-黄埔区  57914483   \n",
       " 32                            产品策划       8-13k  广州-黄埔区  57739799   \n",
       " 33                            产品策划       8-15k  广州-黄埔区  57726387   \n",
       " 34  产品专员（广州）-商品供应-2023届 (MJ006969)  20-27k·14薪  广州-番禺区  57616883   \n",
       " 35            产品工程师（广州） (MJ000717)  10-18k·14薪  广州-黄埔区  56897687   \n",
       " 36                          医药销售主管      12-18k  广州-海珠区  56689647   \n",
       " 37                           方案规划岗       8-13k      广州  56329045   \n",
       " 38               软件测试工程师（2023校园招聘）   9-12k·13薪  广州-黄埔区  56308371   \n",
       " 39      2023届-大数据平台产品专员 (MJ001161)      10-14k  广州-黄埔区  55790759   \n",
       " \n",
       "                                        job.dataPromId job.jobKind  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           2   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...           6   \n",
       " \n",
       "    job.refreshTime  ...         recruiter.recruiterPhoto  \\\n",
       " 0   20230209143724  ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 1   20230313143721  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 2   20210224163105  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 3   20230225171705  ...  64182e1815733078d8340abd04u.png   \n",
       " 4   20230331135727  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   20220207102154  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 6   20230420133310  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 7   20220309101703  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 8   20211116112740  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 9   20220622090151  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 10  20210316174122  ...  60347d9855c9263d91d57dd204u.png   \n",
       " 11  20230208093453  ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 12  20230208091738  ...  5f8f986aea60860b75384fab08u.jpg   \n",
       " 13  20221102155957  ...  61d54a5d906c3d19105de8ee07u.jpg   \n",
       " 14  20230221171147  ...  60e58a62f78b2941fbeca13308u.png   \n",
       " 15  20230303184818  ...  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 16  20230323162902  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 17  20230413095300  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 18  20230406180213  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 19  20221128160656  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 20  20230131161940  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 21  20230201095324  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 22  20230201095345  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 23  20230221143248  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 24  20221227155956  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 25  20230419101020  ...  5549d80e0cf2995a4d53931b01a.jpg   \n",
       " 26  20230419101020  ...  5549d80e0cf2995a4d53931b01a.jpg   \n",
       " 27  20230419101020  ...  5549d80e0cf2995a4d53931b01a.jpg   \n",
       " 28  20230421081305  ...  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 29  20230420142923  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 30  20230421104317  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 31  20230418182325  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 32  20230412140927  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 33  20230412100401  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 34  20230420161853  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  20230313094337  ...  62cd280092f1f01426a559ea02u.png   \n",
       " 36  20230303234019  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  20230221164223  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 38  20230221143225  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 39  20230203152545  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " \n",
       "                recruiter.recruiterId                    comp.compLogo  \\\n",
       " 0   9ba47e9cb781604871dc722f3e2cde0f  61b07937d0458d53c627567e02u.jpg   \n",
       " 1   8bb2a210a549aaa43e4d2acff810db66  6139e1245f1b500fa0a3250f04u.png   \n",
       " 2   8d906ba9c39933ea209e0d78a26904a3  61b07937d0458d53c627567e02u.jpg   \n",
       " 3   e8d13b96e805aa599c25ffd33a6a4d83  5bfe972e74719df0ac992cbc03a.png   \n",
       " 4   52ce4abf7b8ded5c7cb0916e8b02b024  5bfe93d374719d9f609ab22703a.png   \n",
       " 5   f219593c4533306078a34082a2067cfb  5bfe9c1a74719df0ac9a25de03a.png   \n",
       " 6   a2c0cead8ce973be7175822d71c97e09  5fd03c23b379773c7f5cadf203u.png   \n",
       " 7   a5aa13d77ff0b2007eb8c22f7fa3ff2a  5e1d179729d83a6754400df605u.png   \n",
       " 8   4c1479d6012e7b86caa970d322aac25f  5d00cd29501544662c97ebe001u.jpg   \n",
       " 9   1c2f39cc43ee842b7cc33b42c16eda1f  60ec01c5f0ed4a6d8083f27903u.jpg   \n",
       " 10  a0028b3649df1e336861847ee92dbb3a  61b07937d0458d53c627567e02u.jpg   \n",
       " 11  9ba47e9cb781604871dc722f3e2cde0f  61b07937d0458d53c627567e02u.jpg   \n",
       " 12  9ba47e9cb781604871dc722f3e2cde0f  61b07937d0458d53c627567e02u.jpg   \n",
       " 13  f3d657cdc1f546f54fc73d5cda7f8d0f  5da536c83a199e0c2e42a49705u.jpg   \n",
       " 14  c6a15f19ab96f646911b14a7474da072  5bfe9d7074719d2aa34b624603a.png   \n",
       " 15  2200acecc04093cc99f4a23e9acdc7d6  5bfe922174719d35745af87e03a.png   \n",
       " 16  0ac0e51b82258b30ed0605920d44ef85  61b07937d0458d53c627567e02u.jpg   \n",
       " 17  1eb2db2d1a307a4dbfb4242c9a0d88cb  62ac45731b60d907ab8f73ca06u.png   \n",
       " 18  67c2f23e654ca4b90294c4f95d29c483  5ae1750c8e50ff6eb70569ad05a.jpg   \n",
       " 19  702ab30f8edb8f055b86bde729c893b3  61b07937d0458d53c627567e02u.jpg   \n",
       " 20  f8ca38a3d2e86e7c2fd2f93cc5d14f4e  5a4d966f8e50424dbd763ff104a.png   \n",
       " 21  6e8202b6ffd375965ecfb8dfa7c85a06  5a4d966f8e50424dbd763ff104a.png   \n",
       " 22  6e8202b6ffd375965ecfb8dfa7c85a06  5a4d966f8e50424dbd763ff104a.png   \n",
       " 23  8c4f0a0b0402317c8a94b784a667573f  5bfe95c674719df0ac98e51303a.png   \n",
       " 24  7dbddf00c75d2d9b7daa38ad8fec20cf  54d1e9be712e7147fd812a4002c.png   \n",
       " 25  ace89497d02cfc2b95233d81e46c8fb7  554726340cf2995a4d533e4b01a.jpg   \n",
       " 26  ace89497d02cfc2b95233d81e46c8fb7  554726340cf2995a4d533e4b01a.jpg   \n",
       " 27  ace89497d02cfc2b95233d81e46c8fb7  554726340cf2995a4d533e4b01a.jpg   \n",
       " 28  8b439821780daa31efbf377f24b41bc4  5ffbc87587d25544137056ef08u.png   \n",
       " 29  25f6b1ac52e7301746c75814fc02784c  5bfe954674719dc6ed7416af03a.png   \n",
       " 30  572c7a42345c2f0df6bf6ee256d3557a  61b07937d0458d53c627567e02u.jpg   \n",
       " 31  ba2819a5c44cd9b777707a35dd88de25  5baee2f28e50a3257f5ac4ec04a.jpg   \n",
       " 32  da2c3e6c46a4a229bd8373e7ae1f9faa  62906f4fb244352e0e92648207u.png   \n",
       " 33  4c19114d7de479af78723a7da6eb6ffb  62906f4fb244352e0e92648207u.png   \n",
       " 34  d4384f080bd2b1305b79df179efbb4db  5c64c511261c45f22d50d39303u.png   \n",
       " 35  fddbc98a1ea9e996d781f7ff8d112098  5bfe8f8a74719d35745a755603a.png   \n",
       " 36  af195bfcd8fcc29c4e60c9fd773a6fc8  5d23f9993fa7ce27b2afc3f301u.png   \n",
       " 37  06352d80bdc825d5da47f7a75af04873  60195311d9b7f03343ff8da501u.png   \n",
       " 38  8c4f0a0b0402317c8a94b784a667573f  5bfe95c674719df0ac98e51303a.png   \n",
       " 39  a334be6e509a76c6524b73844a5723dc  6242b195ca47ff43908033f907u.png   \n",
       " \n",
       "    comp.compId      comp.compName comp.compIndustry comp.compScale  \\\n",
       " 0     12322507   三和创赢资产管理(深圳)有限公司          基金/证券/期货          1-49人   \n",
       " 1      9106540   PerfectDiary完美日记             批发/零售     2000-5000人   \n",
       " 2     12576699       广州祈升网络科技有限公司             计算机软件       100-499人   \n",
       " 3      7883743               时代天使              医疗器械     1000-2000人   \n",
       " 4       610860               创腾科技             计算机软件       100-499人   \n",
       " 5      8866590            广州银行信用卡                银行     1000-2000人   \n",
       " 6     12196661               赛基生物              医疗器械       100-499人   \n",
       " 7      8291031               青莲网络           云计算/大数据       100-499人   \n",
       " 8      9550328               合创汽车              整车制造     1000-2000人   \n",
       " 9      9918077             远丰电子科技               互联网          1-49人   \n",
       " 10    12409797      上海心创供应链管理有限公司               NaN                  \n",
       " 11    12322507   三和创赢资产管理(深圳)有限公司          基金/证券/期货          1-49人   \n",
       " 12    12322507   三和创赢资产管理(深圳)有限公司          基金/证券/期货          1-49人   \n",
       " 13     9196376                时易中              电子商务       500-999人   \n",
       " 14     7937446               海颐软件             计算机软件       100-499人   \n",
       " 15     8091590       广州安特激光技术有限公司       电子/半导体/集成电路         50-99人   \n",
       " 16    13019179      广州市创盈化工原料有限公司                化工          1-49人   \n",
       " 17     8763140        奥咨达医疗器械服务集团              医疗器械       100-499人   \n",
       " 18     1640101     友邦资讯科技(广州)有限公司             计算机软件     2000-5000人   \n",
       " 19    10283809       广州峰谷能源科技有限公司              培训服务          1-49人   \n",
       " 20     7894605             金域检验集团              医疗机构       10000人以上   \n",
       " 21     7894605             金域检验集团              医疗机构       10000人以上   \n",
       " 22     7894605             金域检验集团              医疗机构       10000人以上   \n",
       " 23     7854025               视源股份             计算机软件    5000-10000人   \n",
       " 24      854827               海大集团           农/林/牧/渔       10000人以上   \n",
       " 25     8466811               旭诚科技              IT服务       100-499人   \n",
       " 26     8466811               旭诚科技              IT服务       100-499人   \n",
       " 27     8466811               旭诚科技              IT服务       100-499人   \n",
       " 28     1547151               奥凯信息             计算机软件       100-499人   \n",
       " 29      693385                广联达               互联网     2000-5000人   \n",
       " 30    12653243        广州尚好菜食品有限公司          食品/饮料/酒水       100-499人   \n",
       " 31     2488460                拉卡拉               互联网     2000-5000人   \n",
       " 32     9386110           多益网络有限公司               互联网     2000-5000人   \n",
       " 33     9386110           多益网络有限公司               互联网     2000-5000人   \n",
       " 34     8706847              SHEIN               互联网    5000-10000人   \n",
       " 35     8946089               三晶电气           电气机械/器材       500-999人   \n",
       " 36     9649909  恒瑞医药-江苏科信医药销售有限公司                制药       10000人以上   \n",
       " 37     7897904               中邮信源             机械/设备       500-999人   \n",
       " 38     7854025               视源股份             计算机软件    5000-10000人   \n",
       " 39     8547388           广电运通金融电子             计算机软件       10000人以上   \n",
       " \n",
       "                                    comp.link comp.compStage job.campusJobKind  \n",
       " 0   https://www.liepin.com/company/12322507/            NaN               NaN  \n",
       " 1    https://www.liepin.com/company/9106540/           美股上市               NaN  \n",
       " 2   https://www.liepin.com/company/12576699/            NaN               NaN  \n",
       " 3    https://www.liepin.com/company/7883743/           港股上市               NaN  \n",
       " 4     https://www.liepin.com/company/610860/            NaN               NaN  \n",
       " 5    https://www.liepin.com/company/8866590/            NaN               NaN  \n",
       " 6   https://www.liepin.com/company/12196661/           战略投资               NaN  \n",
       " 7    https://www.liepin.com/company/8291031/            NaN               NaN  \n",
       " 8    https://www.liepin.com/company/9550328/            NaN               NaN  \n",
       " 9    https://www.liepin.com/company/9918077/             其他               NaN  \n",
       " 10  https://www.liepin.com/company/12409797/            NaN               NaN  \n",
       " 11  https://www.liepin.com/company/12322507/            NaN               NaN  \n",
       " 12  https://www.liepin.com/company/12322507/            NaN               NaN  \n",
       " 13   https://www.liepin.com/company/9196376/            NaN               NaN  \n",
       " 14   https://www.liepin.com/company/7937446/             其他                应届  \n",
       " 15   https://www.liepin.com/company/8091590/            NaN                应届  \n",
       " 16  https://www.liepin.com/company/13019179/            NaN                应届  \n",
       " 17   https://www.liepin.com/company/8763140/            NaN                应届  \n",
       " 18   https://www.liepin.com/company/1640101/           港股上市                应届  \n",
       " 19  https://www.liepin.com/company/10283809/            NaN                应届  \n",
       " 20   https://www.liepin.com/company/7894605/            NaN                应届  \n",
       " 21   https://www.liepin.com/company/7894605/            NaN                应届  \n",
       " 22   https://www.liepin.com/company/7894605/            NaN                应届  \n",
       " 23   https://www.liepin.com/company/7854025/         沪深A股上市                应届  \n",
       " 24    https://www.liepin.com/company/854827/         沪深A股上市                应届  \n",
       " 25   https://www.liepin.com/company/8466811/            NaN                应届  \n",
       " 26   https://www.liepin.com/company/8466811/            NaN                应届  \n",
       " 27   https://www.liepin.com/company/8466811/            NaN                应届  \n",
       " 28   https://www.liepin.com/company/1547151/            NaN                应届  \n",
       " 29    https://www.liepin.com/company/693385/            已上市                应届  \n",
       " 30  https://www.liepin.com/company/12653243/          融资未公开                应届  \n",
       " 31   https://www.liepin.com/company/2488460/            已上市                应届  \n",
       " 32   https://www.liepin.com/company/9386110/            NaN                应届  \n",
       " 33   https://www.liepin.com/company/9386110/            NaN                应届  \n",
       " 34   https://www.liepin.com/company/8706847/            NaN                应届  \n",
       " 35   https://www.liepin.com/company/8946089/            NaN                应届  \n",
       " 36   https://www.liepin.com/company/9649909/            NaN                应届  \n",
       " 37   https://www.liepin.com/company/7897904/            NaN                应届  \n",
       " 38   https://www.liepin.com/company/7854025/         沪深A股上市                应届  \n",
       " 39   https://www.liepin.com/company/8547388/         沪深A股上市                应届  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"马女士\",\"jobId\":\"54898755\",\"imI...   \n",
       " 1   {\"recruiterName\":\"肖先生\",\"jobId\":\"54067185\",\"imI...   \n",
       " 2   {\"recruiterName\":\"罗先生\",\"jobId\":\"53974965\",\"imI...   \n",
       " 3   {\"recruiterName\":\"吕女士\",\"jobId\":\"53931875\",\"imI...   \n",
       " 4   {\"recruiterName\":\"莫女士\",\"jobId\":\"53003015\",\"imI...   \n",
       " 5   {\"recruiterName\":\"吕先生\",\"jobId\":\"52839667\",\"imI...   \n",
       " 6   {\"recruiterName\":\"田先生\",\"jobId\":\"52634015\",\"imI...   \n",
       " 7   {\"recruiterName\":\"桑女士\",\"jobId\":\"52391285\",\"imI...   \n",
       " 8   {\"recruiterName\":\"徐先生\",\"jobId\":\"52315347\",\"imI...   \n",
       " 9   {\"recruiterName\":\"丘女士\",\"jobId\":\"52232205\",\"imI...   \n",
       " 10  {\"recruiterName\":\"李先生\",\"jobId\":\"51958791\",\"imI...   \n",
       " 11  {\"recruiterName\":\"许女士\",\"jobId\":\"51796417\",\"imI...   \n",
       " 12  {\"recruiterName\":\"王女士\",\"jobId\":\"51473813\",\"imI...   \n",
       " 13  {\"recruiterName\":\"刘女士\",\"jobId\":\"50352765\",\"imI...   \n",
       " 14  {\"recruiterName\":\"吴女士\",\"jobId\":\"47711603\",\"imI...   \n",
       " 15  {\"recruiterName\":\"曾先生\",\"jobId\":\"47656111\",\"imI...   \n",
       " 16  {\"recruiterName\":\"曾先生\",\"jobId\":\"47655895\",\"imI...   \n",
       " 17  {\"recruiterName\":\"胡先生\",\"jobId\":\"47543969\",\"imI...   \n",
       " 18  {\"recruiterName\":\"丘女士\",\"jobId\":\"45649267\",\"imI...   \n",
       " 19  {\"recruiterName\":\"莫女士\",\"jobId\":\"44254007\",\"imI...   \n",
       " 20  {\"recruiterName\":\"陈女士\",\"jobId\":\"43626893\",\"imI...   \n",
       " 21  {\"recruiterName\":\"蔡女士\",\"jobId\":\"42295527\",\"imI...   \n",
       " 22  {\"recruiterName\":\"曾先生\",\"jobId\":\"41417139\",\"imI...   \n",
       " 23  {\"recruiterName\":\"曾先生\",\"jobId\":\"41417009\",\"imI...   \n",
       " 24  {\"recruiterName\":\"张女士\",\"jobId\":\"39109997\",\"imI...   \n",
       " 25  {\"recruiterName\":\"李女士\",\"jobId\":\"23490401\",\"imI...   \n",
       " 26  {\"recruiterName\":\"李女士\",\"jobId\":\"23480741\",\"imI...   \n",
       " 27  {\"recruiterName\":\"校园招聘\",\"jobId\":\"515805\",\"jobK...   \n",
       " 28  {\"recruiterName\":\"校园招聘\",\"jobId\":\"554329\",\"jobK...   \n",
       " 29  {\"recruiterName\":\"颜女士\",\"jobId\":\"56898537\",\"imI...   \n",
       " 30  {\"recruiterName\":\"高女士\",\"jobId\":\"56820249\",\"imI...   \n",
       " 31  {\"recruiterName\":\"马女士\",\"jobId\":\"54900115\",\"imI...   \n",
       " 32  {\"recruiterName\":\"白女士\",\"jobId\":\"53772719\",\"imI...   \n",
       " 33  {\"recruiterName\":\"白女士\",\"jobId\":\"53369203\",\"imI...   \n",
       " 34  {\"recruiterName\":\"段先生\",\"jobId\":\"43192099\",\"imI...   \n",
       " 35  {\"recruiterName\":\"梁先生\",\"jobId\":\"42827973\",\"imI...   \n",
       " 36  {\"recruiterName\":\"张女士\",\"jobId\":\"56724315\",\"imI...   \n",
       " 37  {\"recruiterName\":\"丘女士\",\"jobId\":\"45649707\",\"imI...   \n",
       " 38  {\"recruiterName\":\"程女士\",\"jobId\":\"57148109\",\"imI...   \n",
       " 39  {\"recruiterName\":\"钟先生\",\"jobId\":\"53412789\",\"imI...   \n",
       " \n",
       "                       comp.compLogo      comp.compName  comp.compId  \\\n",
       " 0   60fa279f27810e393de3f68105u.png       广东先导稀材股份有限公司      3947988   \n",
       " 1   620caa924e2a2f280cc9f88806u.png               禾信仪器      7895996   \n",
       " 2   5d23f9993fa7ce27b2afc3f301u.png  恒瑞医药-江苏科信医药销售有限公司      9649909   \n",
       " 3   60aa6cf602333344b3c9b98106u.png           JLL 仲量联行      4532988   \n",
       " 4   5bfe910274719d35745abef503a.png             中大咨询集团      7855185   \n",
       " 5   61b07937d0458d53c627567e02u.jpg       广州森瀚投资咨询有限公司      8165770   \n",
       " 6   5ec39993f2540204574caa5008u.jpg               汤臣倍健      8080810   \n",
       " 7   60fa279f27810e393de3f68105u.png       广东先导稀材股份有限公司      3947988   \n",
       " 8   5bfffb4374719da073f12afc03u.png       上海数慧系统技术有限公司      7912081   \n",
       " 9   5ca579d5261c45459802b50907u.png       北京清能互联科技有限公司      9151767   \n",
       " 10  5f5dcedbea60860b751dde8904u.png              城建设计院      9961079   \n",
       " 11  5bfe953474719dc6ed74134303a.png                中海达      6785693   \n",
       " 12  5bfea42a74719d2aa34cac8103a.png       广州安的电子技术有限公司      8179702   \n",
       " 13  62906f4fb244352e0e92648207u.png           多益网络有限公司      9386110   \n",
       " 14  5bfea11874719d2aa34c178603a.png         广州融大化工有限公司      8324606   \n",
       " 15  5d887b5528021708fa52b44403u.jpg               字节跳动      7863078   \n",
       " 16  5d887b5528021708fa52b44403u.jpg               字节跳动      7863078   \n",
       " 17  5da02d450c1585184590d96f08u.png             泰邦生物集团      9803471   \n",
       " 18  5ca579d5261c45459802b50907u.png       北京清能互联科技有限公司      9151767   \n",
       " 19  5bfe910274719d35745abef503a.png             中大咨询集团      7855185   \n",
       " 20  5ae1750c8e50ff6eb70569ad05a.jpg     友邦资讯科技(广州)有限公司      1640101   \n",
       " 21  62eb4457d1be72362b1b98f406u.png         紫光电子商务有限公司      8139926   \n",
       " 22  5d887b5528021708fa52b44403u.jpg               字节跳动      7863078   \n",
       " 23  5d887b5528021708fa52b44403u.jpg               字节跳动      7863078   \n",
       " 24  61b07937d0458d53c627567e02u.jpg       广州蜜影信息科技有限公司     12532405   \n",
       " 25  61b07937d0458d53c627567e02u.jpg      广州开发区人才交流服务中心      8933926   \n",
       " 26  61b07937d0458d53c627567e02u.jpg      广州开发区人才交流服务中心      8933926   \n",
       " 27  5bfe9b5974719df0ac9a00ef03a.png               电装集团      8638252   \n",
       " 28  5c6a4ab5509919c4f5f533a302u.png               立白集团      1998001   \n",
       " 29  5bfe8f8a74719d35745a755603a.png               三晶电气      8946089   \n",
       " 30  5bfe8f8a74719d35745a755603a.png               三晶电气      8946089   \n",
       " 31  60fa279f27810e393de3f68105u.png       广东先导稀材股份有限公司      3947988   \n",
       " 32  5dd4ba02cd52473b94d4076003u.png     爱琅(上海)医疗器械有限公司     10219629   \n",
       " 33  5dd4ba02cd52473b94d4076003u.png     爱琅(上海)医疗器械有限公司     10219629   \n",
       " 34  6176696580dc64654d32144e07u.png                 高视      1765874   \n",
       " 35  61c1924e642c8c0bf718876205u.png               广金征信     12447389   \n",
       " 36  608929f85e8a1c32e33be8c504u.png               中望软件      1070270   \n",
       " 37  5ca579d5261c45459802b50907u.png       北京清能互联科技有限公司      9151767   \n",
       " 38  63e9b61dd87eab19f8d8476403u.png             SYC盛原成      8733444   \n",
       " 39  6194f65d5454f6467e4123e503u.jpg             广州平云小匠     12939157   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compIndustry  \\\n",
       " 0     5000-10000人   https://www.liepin.com/company/3947988/       电子/半导体/集成电路   \n",
       " 1        500-999人   https://www.liepin.com/company/7895996/              仪器仪表   \n",
       " 2        10000人以上   https://www.liepin.com/company/9649909/                制药   \n",
       " 3        10000人以上   https://www.liepin.com/company/4532988/           房地产开发经营   \n",
       " 4        500-999人   https://www.liepin.com/company/7855185/              咨询服务   \n",
       " 5        100-499人   https://www.liepin.com/company/8165770/              科技金融   \n",
       " 6      2000-5000人   https://www.liepin.com/company/8080810/          食品/饮料/酒水   \n",
       " 7     5000-10000人   https://www.liepin.com/company/3947988/       电子/半导体/集成电路   \n",
       " 8        500-999人   https://www.liepin.com/company/7912081/             计算机软件   \n",
       " 9        100-499人   https://www.liepin.com/company/9151767/               互联网   \n",
       " 10       100-499人   https://www.liepin.com/company/9961079/           建筑/工程设计   \n",
       " 11     1000-2000人   https://www.liepin.com/company/6785693/       电子/半导体/集成电路   \n",
       " 12         50-99人   https://www.liepin.com/company/8179702/       电子/半导体/集成电路   \n",
       " 13     2000-5000人   https://www.liepin.com/company/9386110/               互联网   \n",
       " 14          1-49人   https://www.liepin.com/company/8324606/                石化   \n",
       " 15       10000人以上   https://www.liepin.com/company/7863078/               互联网   \n",
       " 16       10000人以上   https://www.liepin.com/company/7863078/               互联网   \n",
       " 17     1000-2000人   https://www.liepin.com/company/9803471/                制药   \n",
       " 18       100-499人   https://www.liepin.com/company/9151767/               互联网   \n",
       " 19       500-999人   https://www.liepin.com/company/7855185/              咨询服务   \n",
       " 20     2000-5000人   https://www.liepin.com/company/1640101/             计算机软件   \n",
       " 21       500-999人   https://www.liepin.com/company/8139926/              IT服务   \n",
       " 22       10000人以上   https://www.liepin.com/company/7863078/               互联网   \n",
       " 23       10000人以上   https://www.liepin.com/company/7863078/               互联网   \n",
       " 24         50-99人  https://www.liepin.com/company/12532405/             计算机软件   \n",
       " 25       100-499人   https://www.liepin.com/company/8933926/              其他行业   \n",
       " 26       100-499人   https://www.liepin.com/company/8933926/              其他行业   \n",
       " 27       10000人以上   https://www.liepin.com/company/8638252/          汽车零部件及配件   \n",
       " 28       10000人以上   https://www.liepin.com/company/1998001/                日化   \n",
       " 29       500-999人   https://www.liepin.com/company/8946089/           电气机械/器材   \n",
       " 30       500-999人   https://www.liepin.com/company/8946089/           电气机械/器材   \n",
       " 31    5000-10000人   https://www.liepin.com/company/3947988/       电子/半导体/集成电路   \n",
       " 32       100-499人  https://www.liepin.com/company/10219629/              医疗器械   \n",
       " 33       100-499人  https://www.liepin.com/company/10219629/              医疗器械   \n",
       " 34       500-999人   https://www.liepin.com/company/1765874/              医疗器械   \n",
       " 35         50-99人  https://www.liepin.com/company/12447389/            专业技术服务   \n",
       " 36     1000-2000人   https://www.liepin.com/company/1070270/             计算机软件   \n",
       " 37       100-499人   https://www.liepin.com/company/9151767/               互联网   \n",
       " 38       100-499人   https://www.liepin.com/company/8733444/             计算机软件   \n",
       " 39       500-999人  https://www.liepin.com/company/12939157/               互联网   \n",
       " \n",
       "                                            job.labels  job.salary  ...  \\\n",
       " 0                             [本科, 市场调研分析, 市场拓展, 大客户]       7-13k  ...   \n",
       " 1                                                [本科]       9-15k  ...   \n",
       " 2                                                [硕士]  10-11k·13薪  ...   \n",
       " 3                        [本科, 精装修, PMP项目管理认证, 工程施工管理]   9-11k·13薪  ...   \n",
       " 4             [硕士, 产业咨询, 战略咨询, 农林牧渔业, 行业研究, 农业, 项目分析]       8-12k  ...   \n",
       " 5                                        [大专, 银行贷款典当]        3-8k  ...   \n",
       " 6                              [本科, 用户体验, UI设计, 交互设计]       9-11k  ...   \n",
       " 7                             [本科, 市场调研分析, 市场拓展, 大客户]        薪资面议  ...   \n",
       " 8                                                [本科]       7-11k  ...   \n",
       " 9   [硕士, 电力, 新能源, 产品设计, to B, Axure, 电力行业, 电力系统, 电...      10-20k  ...   \n",
       " 10                                               [本科]       9-12k  ...   \n",
       " 11                                               [本科]   9-11k·14薪  ...   \n",
       " 12                      [本科, 面销, to B, 出差, 客户管理, 制造业]        5-9k  ...   \n",
       " 13  [学历不限, 数据产品, IT互联网, 竞品分析, 产品设计, 数据挖掘, 产品优化, 需求...   7-12k·14薪  ...   \n",
       " 14                                   [大专, 销售管理, 团队管理]       6-12k  ...   \n",
       " 15                             [本科, 架构设计, 功能开发, 模块开发]  20-30k·15薪  ...   \n",
       " 16                             [本科, 架构设计, 功能开发, 模块开发]  20-30k·15薪  ...   \n",
       " 17                                   [本科, 市场洞察, 客户管理]       8-10k  ...   \n",
       " 18                       [硕士, 用户研究, 产品设计, 产品规划, 团队管理]      10-20k  ...   \n",
       " 19                                               [硕士]      10-15k  ...   \n",
       " 20                      [本科, 系统开发, Python, Framework]   8-12k·13薪  ...   \n",
       " 21                                               [本科]        5-8k  ...   \n",
       " 22                             [本科, 架构设计, 功能开发, 模块开发]  20-26k·15薪  ...   \n",
       " 23                             [本科, 架构设计, 功能开发, 模块开发]  20-26k·15薪  ...   \n",
       " 24                      [本科, 新闻类, 新媒体运营, 活动策划, 微信公众号]        3-5k  ...   \n",
       " 25                                             [学历不限]        薪资面议  ...   \n",
       " 26                                             [学历不限]        2-4k  ...   \n",
       " 27                                                 []          面议  ...   \n",
       " 28                                                 []          面议  ...   \n",
       " 29  [硕士, 硬件设计, 硬件调试, EMC设计, 模拟电路, 数字电路, 混合电路, DC/D...  13-20k·14薪  ...   \n",
       " 30                                   [本科, C/C++, C语言]  13-26k·15薪  ...   \n",
       " 31                    [本科, 英语, 客户管理, 市场洞察, 合同管理, 不出差]       6-13k  ...   \n",
       " 32                                               [本科]        薪资面议  ...   \n",
       " 33                             [本科, 市场洞察, 客户管理, 团队管理]        薪资面议  ...   \n",
       " 34                                         [本科, 市场洞察]        6-8k  ...   \n",
       " 35                       [本科, 用户研究, 产品设计, 产品规划, 团队管理]      150元/天  ...   \n",
       " 36                                          [3个月, 本科]  150-200元/天  ...   \n",
       " 37                                         [提供转正, 本科]      200元/天  ...   \n",
       " 38                        [6个月, 提供转正, 本科, 工业软件, 组态软件]  120-200元/天  ...   \n",
       " 39  [6个月, 本科, Dubbo, SpringCloud, Web开发, 框架开发, 框架设...  150-200元/天  ...   \n",
       " \n",
       "                                        job.dataPromId  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " \n",
       "                                       job.link recruiter.recruiterName  \\\n",
       " 0       https://www.liepin.com/lptjob/54898755                     马女士   \n",
       " 1       https://www.liepin.com/lptjob/54067185                     肖先生   \n",
       " 2       https://www.liepin.com/lptjob/53974965                     罗先生   \n",
       " 3       https://www.liepin.com/lptjob/53931875                     吕女士   \n",
       " 4       https://www.liepin.com/lptjob/53003015                     莫女士   \n",
       " 5       https://www.liepin.com/lptjob/52839667                     吕先生   \n",
       " 6       https://www.liepin.com/lptjob/52634015                     田先生   \n",
       " 7       https://www.liepin.com/lptjob/52391285                     桑女士   \n",
       " 8       https://www.liepin.com/lptjob/52315347                     徐先生   \n",
       " 9       https://www.liepin.com/lptjob/52232205                     丘女士   \n",
       " 10      https://www.liepin.com/lptjob/51958791                     李先生   \n",
       " 11      https://www.liepin.com/lptjob/51796417                     许女士   \n",
       " 12      https://www.liepin.com/lptjob/51473813                     王女士   \n",
       " 13      https://www.liepin.com/lptjob/50352765                     刘女士   \n",
       " 14      https://www.liepin.com/lptjob/47711603                     吴女士   \n",
       " 15      https://www.liepin.com/lptjob/47656111                     曾先生   \n",
       " 16      https://www.liepin.com/lptjob/47655895                     曾先生   \n",
       " 17      https://www.liepin.com/lptjob/47543969                     胡先生   \n",
       " 18      https://www.liepin.com/lptjob/45649267                     丘女士   \n",
       " 19      https://www.liepin.com/lptjob/44254007                     莫女士   \n",
       " 20      https://www.liepin.com/lptjob/43626893                     陈女士   \n",
       " 21      https://www.liepin.com/lptjob/42295527                     蔡女士   \n",
       " 22      https://www.liepin.com/lptjob/41417139                     曾先生   \n",
       " 23      https://www.liepin.com/lptjob/41417009                     曾先生   \n",
       " 24      https://www.liepin.com/lptjob/39109997                     张女士   \n",
       " 25      https://www.liepin.com/lptjob/23490401                     李女士   \n",
       " 26      https://www.liepin.com/lptjob/23480741                     李女士   \n",
       " 27  https://www.liepin.com/atsjob/515805.shtml                    校园招聘   \n",
       " 28  https://www.liepin.com/atsjob/554329.shtml                    校园招聘   \n",
       " 29      https://www.liepin.com/lptjob/56898537                     颜女士   \n",
       " 30      https://www.liepin.com/lptjob/56820249                     高女士   \n",
       " 31      https://www.liepin.com/lptjob/54900115                     马女士   \n",
       " 32      https://www.liepin.com/lptjob/53772719                     白女士   \n",
       " 33      https://www.liepin.com/lptjob/53369203                     白女士   \n",
       " 34      https://www.liepin.com/lptjob/43192099                     段先生   \n",
       " 35      https://www.liepin.com/lptjob/42827973                     梁先生   \n",
       " 36      https://www.liepin.com/lptjob/56724315                     张女士   \n",
       " 37      https://www.liepin.com/lptjob/45649707                     丘女士   \n",
       " 38      https://www.liepin.com/lptjob/57148109                     程女士   \n",
       " 39      https://www.liepin.com/lptjob/53412789                     钟先生   \n",
       " \n",
       "           recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0                               HR  9a02c0f966d14407e38e7bddb8729b93   \n",
       " 1                             招聘经理  78e9a6f2edb5d6e2f14c105bc9ef3012   \n",
       " 2                           人力资源经理  42b0c7e8a88deb28f2bb013be4b9673a   \n",
       " 3   TA Manager, PDS, Greater China  70966b133ff11b0a70801c7375b94a77   \n",
       " 4                             招聘专员  512ea3f79ae14c6d03067df356e6d7b9   \n",
       " 5                          集团董事局主席  1004c913f83c49c39bb50eb58939ab38   \n",
       " 6                   人力资源招聘HRBP绩效经理  5553774e1dfc4bd94e578f26109225be   \n",
       " 7                                   90bb0113b7e7ed46a11634f50158a413   \n",
       " 8                             招聘经理  52c5e4e6bb49caf577ecfc6fdc5191b1   \n",
       " 9                             HRBP  66ef461767c02fc412bac4f1f4bf33e1   \n",
       " 10                            招聘主管  e6ae796d51b328b7cfb55cf8ac07e869   \n",
       " 11                               无  40871f22c527fc4d7ca45f6c43c62a72   \n",
       " 12                              HR  4a212bf8360d4052547886ab82a13d2b   \n",
       " 13                                  c1b107d0bee60808ba8d528203c7dcd3   \n",
       " 14                          人事行政主管  a4f02694d76c204f0f94b0eaa9d56208   \n",
       " 15                            招聘专家  921f627aa3e42d1d22fd36197be5f258   \n",
       " 16                            招聘专家  921f627aa3e42d1d22fd36197be5f258   \n",
       " 17                            招聘主管  f194b22457f2070ef1c68874fefd88f0   \n",
       " 18                            HRBP  66ef461767c02fc412bac4f1f4bf33e1   \n",
       " 19                            招聘专员  512ea3f79ae14c6d03067df356e6d7b9   \n",
       " 20                       Recruiter  67c2f23e654ca4b90294c4f95d29c483   \n",
       " 21                                  25af9bfca0b0c4e8451eae8b147f0cfe   \n",
       " 22                            招聘专家  921f627aa3e42d1d22fd36197be5f258   \n",
       " 23                            招聘专家  921f627aa3e42d1d22fd36197be5f258   \n",
       " 24                            运营专员  5f5d63f5ef590a51d7690675870688c8   \n",
       " 25                            工作人员  42c777d33249035ee908c636be4572e2   \n",
       " 26                            工作人员  42c777d33249035ee908c636be4572e2   \n",
       " 27                            校招HR                                     \n",
       " 28                            校招HR                                     \n",
       " 29                            招聘主管  fddbc98a1ea9e996d781f7ff8d112098   \n",
       " 30                            hrbp  f9c311cec41e0609447e6e995dfbe1c5   \n",
       " 31                              HR  9a02c0f966d14407e38e7bddb8729b93   \n",
       " 32                         招聘专员/助理  149701590329e0e40ae6da2435e019a5   \n",
       " 33                         招聘专员/助理  149701590329e0e40ae6da2435e019a5   \n",
       " 34                          雇员成功经理  4b368ddde970b6304a5daa31cb73a5a8   \n",
       " 35                              HR  f5e1bea9eb4f05f8ea417c3b3ac6c6bf   \n",
       " 36                                  ad10b2b5c605f4bfdf6a15188c0e6c29   \n",
       " 37                            HRBP  66ef461767c02fc412bac4f1f4bf33e1   \n",
       " 38                                  75e445614ae838dc48fd61a1ad5cb009   \n",
       " 39                              人力  307e059759e319f11f20b075b2740319   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0              False  0f49e36ea60f5a4ed5ace13c5b4d45a0                    2   \n",
       " 1              False  7d8881b91d66e7e23eaad1f295204b5b                    2   \n",
       " 2              False  b5afeb2be1a0156dc051c4e7ef49e137                    2   \n",
       " 3              False  e225eb558b68eb2ac6ad1568e455f51a                    2   \n",
       " 4              False  34faac469bdf01678b0ca3877d009dea                    2   \n",
       " 5              False  487f05614b2bf9a159a7d64ad9817c9f                    2   \n",
       " 6              False  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 7              False  7bf0f0dbecbc249397cd4b0530f9e3f9                    2   \n",
       " 8              False  4cfba098d6d45e0099c5c4fb06d115ec                    2   \n",
       " 9              False  4bd41c6f62e7453d98982ae5f1faf374                    2   \n",
       " 10             False  27889d000b04e381a9f0273dd33fa30b                    2   \n",
       " 11             False  c174510f9bcf5205824b03b6a84d66e8                    2   \n",
       " 12             False  77056d4fd9b6089362cb88e0a323364d                    2   \n",
       " 13             False  268f3aad94858a1d190c8f845eb8946f                    2   \n",
       " 14             False  da13d9c200168ba05d887c62117912b0                    2   \n",
       " 15             False  06ac72e63dafa2aa59a7d64ad9817c9f                    2   \n",
       " 16             False  06ac72e63dafa2aa59a7d64ad9817c9f                    2   \n",
       " 17             False  24464779696ae1f3c1bd2b3e9fec8144                    2   \n",
       " 18             False  4bd41c6f62e7453d98982ae5f1faf374                    2   \n",
       " 19             False  34faac469bdf01678b0ca3877d009dea                    2   \n",
       " 20             False  f154c2c6f4b18350c051c4e7ef49e137                    2   \n",
       " 21             False  7aea5e0841d28e2022ae6ca7fd787aa4                    2   \n",
       " 22             False  06ac72e63dafa2aa59a7d64ad9817c9f                    2   \n",
       " 23             False  06ac72e63dafa2aa59a7d64ad9817c9f                    2   \n",
       " 24             False  50bc1f908b33e1d61b4fb320fc878e26                    2   \n",
       " 25             False  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 26             False  46a2dc0dbdb73e38d3eb8c93eeb0aca8                    2   \n",
       " 27             False                               NaN                  NaN   \n",
       " 28             False                               NaN                  NaN   \n",
       " 29             False  16595bb03d8e89b752e4223b98a2bc60                    2   \n",
       " 30             False  a13206b124fe7b8e64d8830345544c66                    2   \n",
       " 31             False  0f49e36ea60f5a4ed5ace13c5b4d45a0                    2   \n",
       " 32             False  ea84f6782092eff3cc809655362a8e54                    2   \n",
       " 33             False  ea84f6782092eff3cc809655362a8e54                    2   \n",
       " 34             False  e6e876977863edaf49617dbcfff3eff9                    2   \n",
       " 35             False  7143e556d3295235e030375514342674                    2   \n",
       " 36             False  92de957c48850436e780be9e721bd5b9                    2   \n",
       " 37             False  4bd41c6f62e7453d98982ae5f1faf374                    2   \n",
       " 38             False  cb6814161cd5494603ab15f3af03b172                    2   \n",
       " 39             False  03df4ecc34cdb41c651ec1d54741dccf                    2   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compStage  \n",
       " 0   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 1   631c82f58d3f3246b8dba4fd03u.png          科创板上市  \n",
       " 2   600f8cbb15a3134f736cc16908u.png            NaN  \n",
       " 3   63bf5d524dd8392a3b4b9ad906u.png           美股上市  \n",
       " 4   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 5   632424d4301a6b538ec081bb07u.png          融资未公开  \n",
       " 6   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市  \n",
       " 7   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 8   5f8f98698dbe6273dcf8516008u.jpg            NaN  \n",
       " 9   5f8f9863f6d1ab58476f246a08u.jpg             B轮  \n",
       " 10  5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 11  5f8f98648dbe6273dcf8515508u.jpg            已上市  \n",
       " 12  5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 13  5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 14  5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 15  5f8f98698dbe6273dcf8516008u.jpg             其他  \n",
       " 16  5f8f98698dbe6273dcf8516008u.jpg             其他  \n",
       " 17  5f8f986c79c7cc70efbf36c808u.jpg            NaN  \n",
       " 18  5f8f9863f6d1ab58476f246a08u.jpg             B轮  \n",
       " 19  5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 20  5f8f9866dfb13a7dee342f1808u.jpg           港股上市  \n",
       " 21  5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 22  5f8f98698dbe6273dcf8516008u.jpg             其他  \n",
       " 23  5f8f98698dbe6273dcf8516008u.jpg             其他  \n",
       " 24  5f8f9866dfb13a7dee342f1808u.jpg          融资未公开  \n",
       " 25  5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 26  5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 27  5ca48f59509919fa0ea17f1f07u.png          融资未公开  \n",
       " 28  5ca48f59509919fa0ea17f1f07u.png            NaN  \n",
       " 29  62cd280092f1f01426a559ea02u.png            NaN  \n",
       " 30  5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 31  5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 32  5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 33  5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 34  617502096fb9d863298a7a8008u.png            NaN  \n",
       " 35  60ddc4dbdc1dd861d761c42805u.png            NaN  \n",
       " 36  5f8f9866dfb13a7dee342f1808u.jpg          科创板上市  \n",
       " 37  5f8f9863f6d1ab58476f246a08u.jpg             B轮  \n",
       " 38  5f8f986779c7cc70efbf36c008u.jpg             A轮  \n",
       " 39  5f8f986bdfb13a7dee342f2108u.jpg             A轮  \n",
       " \n",
       " [40 rows x 30 columns],\n",
       "                                            dataParams  \\\n",
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       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                         [3个月, 提供转正, 本科, 跨境电商, 产品优化]  20230328171656   \n",
       " 1                   [3个月, 提供转正, 大专, 跨境电商, 产品优化, 电商编辑]  20230328170919   \n",
       " 2                                    [4个月, 本科, 计算机软件]  20230404135245   \n",
       " 3                                    [3个月, 本科, 3C电子品]  20230317091916   \n",
       " 4                     [3个月, 提供转正, 本科, 销售管理, 芯片, 客户管理]  20230420161525   \n",
       " 5   [3个月, 提供转正, 本科, Qt, C++, GIT, SVN, 后端开发, 图像开发,...  20230421090327   \n",
       " 6   [3个月, 提供转正, 本科, 商业产品, 计算机软件, to B, Visio, Axur...  20220828203052   \n",
       " 7                                 [4个月, 本科, 跨境电商, 产品]  20220824103340   \n",
       " 8                          [3个月, 大专, 小游戏, 活动运营, 社交平台]  20220707162922   \n",
       " 9                                          [本科, 直播运营]  20220211191104   \n",
       " 10  [3个月, 提供转正, 硕士, 创新咨询, 互联网+咨询, 数字化创新, 精英团队, 方法论...  20230421112446   \n",
       " 11                                               [本科]  20210830152940   \n",
       " 12                 [本科, 后台产品, 增长产品, 汽车行业, 产品设计, 数据分析]  20200924163554   \n",
       " 13                                          [3个月, 本科]  20230413100645   \n",
       " 14                                             [学历不限]  20190819163248   \n",
       " 15                                             [产品设计]  20220721161952   \n",
       " 16                          [电话客服, 咨询服务, 订单管理, 房地产行业]  20230417143016   \n",
       " 17           [德语, 售后客服, 售前客服, 倒班客服, 夜班客服, 非销性质, 电子商务]  20221207120636   \n",
       " 18                                        [客户服务, 保险业]  20230309121717   \n",
       " 19  [光学系统设计, 光学设计, 光学产品, 光学器材, 光路设计, 激光器, 激光仪器, 激光...  20230303184818   \n",
       " 20                           [商业产品, 用户研究, 产品设计, 产品规划]  20221125154146   \n",
       " 21                         [WET, 设备工程师, EE, 半导体设备工程师]  20220706144425   \n",
       " 22                                        [临床试验, CRA]  20230322141728   \n",
       " 23                                                 []  20230316145437   \n",
       " 24                                     [临床试验, 临床数据分析]  20230206164142   \n",
       " 25                                     [CET-4, CET-6]  20230331091009   \n",
       " 26  [教育培训, 留学教育, 拓展培训, 客户端游戏, 保险产品设计, 团队管理, 客户管理, ...  20230421091219   \n",
       " 27                               [WET EE, 湿法设备, 湿法清洗]  20221018160034   \n",
       " 28                                       [综合素质, 学习能力]  20200107134906   \n",
       " 29  [网络销售, 电话销售, 销售管理, to B, 大客户, 交通/物流/贸易, 教育培训, ...  20230214233006   \n",
       " 30                                                 []  20220728114215   \n",
       " 31                    [工具产品, 产品设计, Axure, 市场调研, 需求调研]  20221018143448   \n",
       " 32  [java, mysql, 数据库, oracle, sql, jquery, javasc...  20210918101154   \n",
       " 33                                             [教育行业]  20221213142836   \n",
       " 34                                             [线下推广]  20201012201942   \n",
       " 35                [网络销售, 渠道销售, 不出差, 教育培训, 成人教育, 职业教育]  20220519151117   \n",
       " 36                            [电话销售, IT/互联网/软件, 渠道销售]  20220511192443   \n",
       " 37  [电话销售, 渠道销售, 客户管理, 销售管理, 市场洞察, 团队管理, 合同管理, IT/...  20220511192431   \n",
       " 38                     [农学, 植物保护, 园艺, 出差, 渠道销售, 生物农业]  20220531000058   \n",
       " 39   [电话销售, 渠道销售, 网络销售, 客户管理, 销售管理, 团队管理, 市场洞察, 合同管理]  20220511192402   \n",
       " \n",
       "     job.topJob job.jobKind job.jobId                job.title job.pcOuterLink  \\\n",
       " 0        False           6  57363593            产品编辑助理（在校生实习）                   \n",
       " 1        False           6  57362827        跨境电商产品编辑助理（在校生实习）                   \n",
       " 2        False           6  57529969                    产品实习生                   \n",
       " 3        False           6  57051049                   产品设计助理                   \n",
       " 4        False           6  56218011          IC芯片销售 实习生（23届）                   \n",
       " 5        False           6  53439347               C++软件开发工程师                   \n",
       " 6        False           6  52205563            策划（产品/项目/新媒体）                   \n",
       " 7        False           6  51517015            国际化电商-用户产品实习生                   \n",
       " 8        False           6  50959131          内容安全运营实习生--阿拉伯语                   \n",
       " 9        False           6  46972193              海外运营实习生（印尼）                   \n",
       " 10       False           6  46498423                 数字化创新实习生                   \n",
       " 11       False           6  42711331         其他金融产品/行业研究/风控职位                   \n",
       " 12       False           6  32096653          汽车网产品策划（2021校招）                   \n",
       " 13       False           6  52658163              渠道经理助理（实习生）                   \n",
       " 14       False           6  22666341                      实习生                   \n",
       " 15       False           2  42827361                    产品实习生                   \n",
       " 16       False           2  55360425  粤语预订专员（香港永安） (MJ015697)                   \n",
       " 17       False           2  54934743                   在线德语客服                   \n",
       " 18       False           2  56824963               国际航空尊贵会员客服                   \n",
       " 19       False           2  56364141                    光学工程师                   \n",
       " 20       False           2  54478731            储备产研岗(J10825)                   \n",
       " 21       False           2  50919361               WET设备资深工程师                   \n",
       " 22       False           2  42944393                临床研究助理CTA                   \n",
       " 23       False           2  50537247                  农资营销管培生                   \n",
       " 24       False           2  47205611                  助理生物统计师                   \n",
       " 25       False           2  52885183             月薪7K英语客服（天河）                   \n",
       " 26       False           2  12966617                   混合学习经理                   \n",
       " 27       False           2  53207857                 WET设备工程师                   \n",
       " 28       False           2  25674559                     储备干部                   \n",
       " 29       False           2  56110985                     电话销售                   \n",
       " 30       False           2  50959633               跨境电商产品开发专员                   \n",
       " 31       False           2  51015533                  产品专员/助理                   \n",
       " 32       False           2  43372059                Java开发工程师                   \n",
       " 33       False           2  55052903                     课程顾问                   \n",
       " 34       False           2  32532719                     网络推广                   \n",
       " 35       False           2  49755921                     助学老师                   \n",
       " 36       False           2  47487439                     电话销售                   \n",
       " 37       False           2  48855839                     销售顾问                   \n",
       " 38       False           2  49906463           农资营销储干（工作地点可选）                   \n",
       " 39       False           2  48855889                   电话销售顾问                   \n",
       " \n",
       "    job.h5OuterLink  ...         recruiter.recruiterPhoto comp.compScale  \\\n",
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       " 1                   ...  5f8f986779c7cc70efbf36c008u.jpg          1-49人   \n",
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       " 7                   ...  5f8f9865ea60860b75384fa508u.jpg       10000人以上   \n",
       " 8                   ...  5f8f9866dfb13a7dee342f1808u.jpg    5000-10000人   \n",
       " 9                   ...  5f8f986779c7cc70efbf36c008u.jpg     1000-2000人   \n",
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       " 11                  ...  5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
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       " 14                  ...  5f8f9866dfb13a7dee342f1808u.jpg          1-49人   \n",
       " 15                  ...  60ddc4dbdc1dd861d761c42805u.png         50-99人   \n",
       " 16                  ...  5f8f98648dbe6273dcf8515508u.jpg       10000人以上   \n",
       " 17                  ...  5f8f986779c7cc70efbf36c008u.jpg          1-49人   \n",
       " 18                  ...  5f8f98648dbe6273dcf8515508u.jpg                  \n",
       " 19                  ...  5f8f98698dbe6273dcf8516008u.jpg         50-99人   \n",
       " 20                  ...  5f8f98648dbe6273dcf8515508u.jpg       500-999人   \n",
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       " 26                  ...  5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 27                  ...  5f8f986c79c7cc70efbf36c808u.jpg       500-999人   \n",
       " 28                  ...  5f8f986bdfb13a7dee342f2108u.jpg       10000人以上   \n",
       " 29                  ...  5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 30                  ...  61d54a5d906c3d19105de8ee07u.jpg       500-999人   \n",
       " 31                  ...  5f8f9863f6d1ab58476f246a08u.jpg         50-99人   \n",
       " 32                  ...  5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
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       " 34                  ...  5f8f986779c7cc70efbf36c008u.jpg     1000-2000人   \n",
       " 35                  ...  5f8f98648dbe6273dcf8515508u.jpg     1000-2000人   \n",
       " 36                  ...  62188a1771b2d32b93a6fd0a05u.png     1000-2000人   \n",
       " 37                  ...  62188a1771b2d32b93a6fd0a05u.png     1000-2000人   \n",
       " 38                  ...  642a76728d084a54d9b457e801u.png       100-499人   \n",
       " 39                  ...  62188a1771b2d32b93a6fd0a05u.png     1000-2000人   \n",
       " \n",
       "       comp.compName  comp.compIndustry comp.compId  \\\n",
       " 0   购乐乐电子商务(深圳)有限公司                 日化    13484089   \n",
       " 1   购乐乐电子商务(深圳)有限公司                 日化    13484089   \n",
       " 2      广东欣农互联科技有限公司                互联网    10058513   \n",
       " 3              中望软件              计算机软件     1070270   \n",
       " 4    文晔领科商贸(深圳)有限公司              批发/零售     8237045   \n",
       " 5     广州超视计生物科技有限公司               医疗器械    12302491   \n",
       " 6      广州悦派信息科技有限公司              计算机软件     8110918   \n",
       " 7              字节跳动                互联网     7863078   \n",
       " 8    广州欢聚时代信息科技有限公司            在线社交/媒体     9811023   \n",
       " 9     常相伴(武汉)科技有限公司            在线社交/媒体     9413158   \n",
       " 10     即能科技(广州)有限公司             专业技术服务     9283329   \n",
       " 11    深圳市利凯基金管理有限公司               其他行业     9530154   \n",
       " 12            太平洋网络                互联网      883294   \n",
       " 13       中海基金管理有限公司           基金/证券/期货    12787841   \n",
       " 14   广州花城创业投资管理有限公司           基金/证券/期货    10163143   \n",
       " 15             广金征信             专业技术服务    12447389   \n",
       " 16             携程集团                互联网      182339   \n",
       " 17     无锡伊沐信息科技有限公司                互联网    12981985   \n",
       " 18     广州嘉泰网络科技有限公司                NaN    12456301   \n",
       " 19     广州安特激光技术有限公司        电子/半导体/集成电路     8091590   \n",
       " 20             嘉为科技               IT服务     8635284   \n",
       " 21    粤芯半导体技术股份有限公司        电子/半导体/集成电路     9427931   \n",
       " 22     上海凌仕医疗科技有限公司               医疗器械     9433915   \n",
       " 23             慕恩生物                 制药     9945125   \n",
       " 24             普瑞盛(                 制药     7992371   \n",
       " 25    广州市蓝熙信息科技有限公司                互联网    13321559   \n",
       " 26           中大咨询集团               咨询服务     7855185   \n",
       " 27    粤芯半导体技术股份有限公司        电子/半导体/集成电路     9427931   \n",
       " 28  百度(中国)有限公司广州分公司                互联网     9358519   \n",
       " 29  百度(中国)有限公司广州分公司                互联网     9358519   \n",
       " 30              时易中               电子商务     9196376   \n",
       " 31       广州加之科技有限公司              计算机软件    13181035   \n",
       " 32    万达宝(广州)软件有限公司              计算机软件     7896551   \n",
       " 33             远智教育               培训服务     9762935   \n",
       " 34   百度国际科技(深圳)有限公司                互联网     8860565   \n",
       " 35             远智教育               培训服务     9762935   \n",
       " 36   百度国际科技(深圳)有限公司                互联网     8860565   \n",
       " 37   百度国际科技(深圳)有限公司                互联网     8860565   \n",
       " 38             慕恩生物                 制药     9945125   \n",
       " 39   百度国际科技(深圳)有限公司                互联网     8860565   \n",
       " \n",
       "                        comp.compLogo  \\\n",
       " 0    62444947327ecf47c92dd92b01u.jpg   \n",
       " 1    62444947327ecf47c92dd92b01u.jpg   \n",
       " 2    6234404ab743974d9edf279306u.png   \n",
       " 3    608929f85e8a1c32e33be8c504u.png   \n",
       " 4    63ff2cc82ee0b127c7825f6108u.png   \n",
       " 5    62b171b64b92d73978a0263304u.png   \n",
       " 6    5e8bd86e37483e328d7393b407u.jpg   \n",
       " 7    5d887b5528021708fa52b44403u.jpg   \n",
       " 8    61b07937d0458d53c627567e02u.jpg   \n",
       " 9    60dc4091cd95e956df590d9d04u.png   \n",
       " 10   59dc78457832e11b880f044c05a.png   \n",
       " 11   61b07937d0458d53c627567e02u.jpg   \n",
       " 12   5bfe91bf74719d35745ae43f03a.png   \n",
       " 13   60f52a0ab3cfa25c5dae36c305u.png   \n",
       " 14   61b07937d0458d53c627567e02u.jpg   \n",
       " 15   61c1924e642c8c0bf718876205u.png   \n",
       " 16   5f4de484f6d1ab584745de6d05u.jpg   \n",
       " 17   61b07937d0458d53c627567e02u.jpg   \n",
       " 18   61b07937d0458d53c627567e02u.jpg   \n",
       " 19   5bfe922174719d35745af87e03a.png   \n",
       " 20   63b4d9f0a0380858a9711da306u.png   \n",
       " 21   60c2d30c2f7aa7284044f12b06u.png   \n",
       " 22   5e12cacf6324626e178d913805u.png   \n",
       " 23   5cbea68d9fae687d4331595302u.png   \n",
       " 24  5ebcf9edf25402045747635901u.jpeg   \n",
       " 25   61b07937d0458d53c627567e02u.jpg   \n",
       " 26   5bfe910274719d35745abef503a.png   \n",
       " 27   60c2d30c2f7aa7284044f12b06u.png   \n",
       " 28   5bfe90df74719d35745ab83003a.png   \n",
       " 29   5bfe90df74719d35745ab83003a.png   \n",
       " 30   5da536c83a199e0c2e42a49705u.jpg   \n",
       " 31   624d42f8fc5aba59488d8a1a05u.png   \n",
       " 32   61b07937d0458d53c627567e02u.jpg   \n",
       " 33   614294594794fb369e067f3b03u.png   \n",
       " 34   5eb78f0cf254020457420a3b06u.jpg   \n",
       " 35   614294594794fb369e067f3b03u.png   \n",
       " 36   5eb78f0cf254020457420a3b06u.jpg   \n",
       " 37   5eb78f0cf254020457420a3b06u.jpg   \n",
       " 38   5cbea68d9fae687d4331595302u.png   \n",
       " 39   5eb78f0cf254020457420a3b06u.jpg   \n",
       " \n",
       "                                    comp.link comp.compStage  \\\n",
       " 0   https://www.liepin.com/company/13484089/            NaN   \n",
       " 1   https://www.liepin.com/company/13484089/            NaN   \n",
       " 2   https://www.liepin.com/company/10058513/            NaN   \n",
       " 3    https://www.liepin.com/company/1070270/          科创板上市   \n",
       " 4    https://www.liepin.com/company/8237045/          融资未公开   \n",
       " 5   https://www.liepin.com/company/12302491/             A轮   \n",
       " 6    https://www.liepin.com/company/8110918/          融资未公开   \n",
       " 7    https://www.liepin.com/company/7863078/             其他   \n",
       " 8    https://www.liepin.com/company/9811023/           战略投资   \n",
       " 9    https://www.liepin.com/company/9413158/            NaN   \n",
       " 10   https://www.liepin.com/company/9283329/            NaN   \n",
       " 11   https://www.liepin.com/company/9530154/            NaN   \n",
       " 12    https://www.liepin.com/company/883294/            已上市   \n",
       " 13  https://www.liepin.com/company/12787841/            NaN   \n",
       " 14  https://www.liepin.com/company/10163143/            NaN   \n",
       " 15  https://www.liepin.com/company/12447389/            NaN   \n",
       " 16    https://www.liepin.com/company/182339/           美股上市   \n",
       " 17  https://www.liepin.com/company/12981985/            NaN   \n",
       " 18  https://www.liepin.com/company/12456301/            NaN   \n",
       " 19   https://www.liepin.com/company/8091590/            NaN   \n",
       " 20   https://www.liepin.com/company/8635284/             B轮   \n",
       " 21   https://www.liepin.com/company/9427931/            NaN   \n",
       " 22   https://www.liepin.com/company/9433915/          融资未公开   \n",
       " 23   https://www.liepin.com/company/9945125/             C轮   \n",
       " 24   https://www.liepin.com/company/7992371/            NaN   \n",
       " 25  https://www.liepin.com/company/13321559/            NaN   \n",
       " 26   https://www.liepin.com/company/7855185/            NaN   \n",
       " 27   https://www.liepin.com/company/9427931/            NaN   \n",
       " 28   https://www.liepin.com/company/9358519/            已上市   \n",
       " 29   https://www.liepin.com/company/9358519/            已上市   \n",
       " 30   https://www.liepin.com/company/9196376/            NaN   \n",
       " 31  https://www.liepin.com/company/13181035/          融资未公开   \n",
       " 32   https://www.liepin.com/company/7896551/            NaN   \n",
       " 33   https://www.liepin.com/company/9762935/            NaN   \n",
       " 34   https://www.liepin.com/company/8860565/          融资未公开   \n",
       " 35   https://www.liepin.com/company/9762935/            NaN   \n",
       " 36   https://www.liepin.com/company/8860565/          融资未公开   \n",
       " 37   https://www.liepin.com/company/8860565/          融资未公开   \n",
       " 38   https://www.liepin.com/company/9945125/             C轮   \n",
       " 39   https://www.liepin.com/company/8860565/          融资未公开   \n",
       " \n",
       "    job.requireWorkYears job.requireEduLevel  \n",
       " 0                   NaN                 NaN  \n",
       " 1                   NaN                 NaN  \n",
       " 2                   NaN                 NaN  \n",
       " 3                   NaN                 NaN  \n",
       " 4                   NaN                 NaN  \n",
       " 5                   NaN                 NaN  \n",
       " 6                   NaN                 NaN  \n",
       " 7                   NaN                 NaN  \n",
       " 8                   NaN                 NaN  \n",
       " 9                   NaN                 NaN  \n",
       " 10                  NaN                 NaN  \n",
       " 11                  NaN                 NaN  \n",
       " 12                  NaN                 NaN  \n",
       " 13                  NaN                 NaN  \n",
       " 14                  NaN                 NaN  \n",
       " 15                 经验不限                统招本科  \n",
       " 16                 经验不限                  大专  \n",
       " 17                 经验不限                  本科  \n",
       " 18                 经验不限                  大专  \n",
       " 19                 经验不限                  本科  \n",
       " 20                 经验不限                  硕士  \n",
       " 21                 经验不限                  本科  \n",
       " 22                 一年以下                统招本科  \n",
       " 23                 经验不限                  大专  \n",
       " 24                 经验不限                  硕士  \n",
       " 25                 经验不限                  大专  \n",
       " 26                 经验不限                统招本科  \n",
       " 27                 经验不限                  本科  \n",
       " 28                 经验不限                  大专  \n",
       " 29                 经验不限                  大专  \n",
       " 30                 经验不限                统招本科  \n",
       " 31                 一年以下                统招本科  \n",
       " 32                 一年以下                  本科  \n",
       " 33                 经验不限                  大专  \n",
       " 34                 经验不限                  大专  \n",
       " 35                 经验不限               中专/中技  \n",
       " 36                 经验不限                  大专  \n",
       " 37                 经验不限                  大专  \n",
       " 38                 经验不限                  大专  \n",
       " 39                 经验不限                  大专  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"511b8b533c17f6fc6ae9589b4c5583b0\",\"...   \n",
       " 1   {\"userId\":\"ba2b02528fc4c4f59a096f2bbe58887c\",\"...   \n",
       " 2   {\"userId\":\"375d93a270e5736e97c3ec210b664285\",\"...   \n",
       " 3   {\"userId\":\"835e1b89ee679e6d31bec7fc7b695431\",\"...   \n",
       " 4   {\"userId\":\"05b8f9a5d4e593ccb8972189c4d9bf3f\",\"...   \n",
       " 5   {\"userId\":\"f4374fe98059422b26526847631de8ba\",\"...   \n",
       " 6   {\"userId\":\"070dac87cd72db0caed466b580d06c18\",\"...   \n",
       " 7   {\"userId\":\"c0c3ad8ce34207018208b0d613d7200e\",\"...   \n",
       " 8   {\"userId\":\"2d851293dae60e569a85d64326a2b1f6\",\"...   \n",
       " 9   {\"userId\":\"3789b2e4fbf5d2f8f19e0ad6a98742b4\",\"...   \n",
       " 10  {\"userId\":\"3789b2e4fbf5d2f8f19e0ad6a98742b4\",\"...   \n",
       " 11  {\"userId\":\"5101bdeab7487e5c1d0a1fdec36fba93\",\"...   \n",
       " 12  {\"userId\":\"2b7fa912c4bbb45a1fee4cc2569503b3\",\"...   \n",
       " 13  {\"userId\":\"6d6cf4448fc46eaa542e4058bd6969bf\",\"...   \n",
       " 14  {\"userId\":\"7dbddf00c75d2d9b7daa38ad8fec20cf\",\"...   \n",
       " 15  {\"userId\":\"62905f461783a5f54b008cf88a1d2227\",\"...   \n",
       " 16  {\"userId\":\"58c21c64bea34f1a317da61e0e71e3a1\",\"...   \n",
       " 17  {\"userId\":\"507b86d4c37968e11eca0664951f945a\",\"...   \n",
       " 18  {\"userId\":\"e78009e289fe3ed52abd07d95ccecade\",\"...   \n",
       " 19  {\"userId\":\"e2f39812500033947bedf177d67660dd\",\"...   \n",
       " 20  {\"userId\":\"ace89497d02cfc2b95233d81e46c8fb7\",\"...   \n",
       " 21  {\"userId\":\"ace89497d02cfc2b95233d81e46c8fb7\",\"...   \n",
       " 22  {\"userId\":\"a9535901cf5b2b826cb35476c444929f\",\"...   \n",
       " 23  {\"userId\":\"13e90c6890954fdb4e4ce9876555343f\",\"...   \n",
       " 24  {\"userId\":\"f73e6c4f154fd2ab647c8190ea0ac544\",\"...   \n",
       " 25  {\"userId\":\"09dd1b08ec471b959870b3475210b227\",\"...   \n",
       " 26  {\"userId\":\"5c12a799cda9ee2c8d9d7dde4f3124f6\",\"...   \n",
       " 27  {\"userId\":\"f18f9fcc89f80af408a44a01e1de81ce\",\"...   \n",
       " 28  {\"userId\":\"d5177c362ae2b36051ad066dbe2db213\",\"...   \n",
       " 29  {\"userId\":\"0918d5f6b3e9a63d72f76afc5339f7bc\",\"...   \n",
       " 30  {\"userId\":\"bdc79cddfac3fc1fd5bcb197a636b1e1\",\"...   \n",
       " 31  {\"userId\":\"9abf382198a66f45436807ff12c3f23b\",\"...   \n",
       " 32  {\"userId\":\"70d50668eb2aa4d15eb691ea3a50d4d4\",\"...   \n",
       " 33  {\"userId\":\"ef415efbca39beec8e92c93203205a5a\",\"...   \n",
       " 34  {\"userId\":\"3945b0fe7e6e10e4579ebac242acf550\",\"...   \n",
       " 35  {\"userId\":\"5b07acbc8525f7568623435c566d4d16\",\"...   \n",
       " 36  {\"userId\":\"66e4c9452dc9b1fe44d8703631a48b43\",\"...   \n",
       " 37  {\"userId\":\"a91dff450521099f7070b986da81c019\",\"...   \n",
       " 38  {\"userId\":\"f4af83027bc441865b9ba87e099c45ba\",\"...   \n",
       " 39  {\"userId\":\"5b07acbc8525f7568623435c566d4d16\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.salary  \\\n",
       " 0                      [市场洞察, 销售管理, 团队管理, 客户管理, 电话销售]           2        4-6k   \n",
       " 1                                              [销售支持]           2       9-14k   \n",
       " 2                                        [团队管理, 客户管理]           2      10-15k   \n",
       " 3                                    [网络销售, 直销, 教育培训]           2        4-6k   \n",
       " 4                      [seo, 数据分析, 市场推广, app推广, 贴吧推广]           2        5-8k   \n",
       " 5                                  [客户管理, 销售管理, 团队管理]           2        5-8k   \n",
       " 6                                        [团队管理, 客户管理]           2        5-8k   \n",
       " 7                                        [团队意识, 善于沟通]           2        7-9k   \n",
       " 8                                                [电销]           2      10-15k   \n",
       " 9                                        [线上推广, 网络营销]           2       5-10k   \n",
       " 10                                 [电话销售, 渠道销售, 华南市场]           2        5-8k   \n",
       " 11                                    [大数据领域, DevOps]           2      13-16k   \n",
       " 12        [跨境电商运营, 平台运营, 珠宝类, 服饰类, 线上运营, to C, 亚马逊平台]           2        5-8k   \n",
       " 13  [数据产品, 客户端产品, 产品优化, 团队管理, 产品设计, 数据分析, 用户研究, 需求...           2  15-25k·14薪   \n",
       " 14                                                 []           2       9-15k   \n",
       " 15                                                 []           2        5-6k   \n",
       " 16                                                 []           2      15-17k   \n",
       " 17                         [家政, 客房服务, 客房保洁, 卫生清洁, 保洁]           2       8-12k   \n",
       " 18                                      [python, c++]           2      15-25k   \n",
       " 19                                             [学术推广]           2       7-10k   \n",
       " 20                                                 []           2      10-20k   \n",
       " 21                                                 []           2      10-20k   \n",
       " 22                    [生物制药, 医学检验, 医药研发, CRO公司, 医药科技]           2       8-12k   \n",
       " 23                               [电商产品运营, 营销策划, 内容运营]           2        5-8k   \n",
       " 24                                                 []           2       8-10k   \n",
       " 25  [硬件产品, 工具产品, 硬件系统集成, 市场调研, 产品优化, 用户研究, 竞品分析, 产...           2      10-15k   \n",
       " 26                                             [竞品分析]           2        4-6k   \n",
       " 27                                                 []           2      20-30k   \n",
       " 28                                                 []           2       6-12k   \n",
       " 29                                                 []           2  15-30k·14薪   \n",
       " 30                   [临床试验, 生物药, 医疗器械试验, 受试者管理, 伦理审查]           2       5-10k   \n",
       " 31                        [手游, 资深游戏玩家, 数据分析能力, ios过包]           2   8-13k·13薪   \n",
       " 32                   [临床试验, CRA, 临床质量管理, GCP认证, 科研院校]           2       8-15k   \n",
       " 33  [企业信息化, OA系统, 系统运维, IT运维, 云平台运维, 自动化运维, IT/信息化领域]           2      15-30k   \n",
       " 34                                                 []           2     70-100k   \n",
       " 35                   [行政助理, 销售管理, 市场营销管理, 合同管理, 活动执行]           2       5-10k   \n",
       " 36                                 [科研院校, 制药企业, CE认证]           2       9-10k   \n",
       " 37                           [人力资源管理, 岗位配置招聘, 人力资源经验]           2      15-20k   \n",
       " 38                           [养老领域, 健康保健, 常规护理, 医疗卫生]           2        4-8k   \n",
       " 39               [品牌推广, 品牌宣传, 产品营销, 市场推广, 品牌广告, 策划方案]           2       5-10k   \n",
       " \n",
       "     job.dq                   job.title job.refreshTime job.jobId  \\\n",
       " 0   广州-番禺区                        电话销售  20210313162329  37010105   \n",
       " 1       广州                        电话销售  20200107140330  25675055   \n",
       " 2       广州                      网路营销顾问  20210314222822  37025361   \n",
       " 3   广州-黄埔区                      高级课程顾问  20220623144626  50617595   \n",
       " 4       广州                      网络推广专员  20191230140920  25562345   \n",
       " 5   广州-番禺区                          销售  20191014213224  24122799   \n",
       " 6       广州                        销售顾问  20210313161942  37010017   \n",
       " 7       广州                        销售顾问  20200413091049  25675097   \n",
       " 8   广州-番禺区                      电话销售顾问  20210715105850  41078461   \n",
       " 9       广州                        网络推广  20210115191402  35144867   \n",
       " 10      广州                        销售代表  20210113191107  35072503   \n",
       " 11  广州-天河区  （储备）产品开发工程师【20-22届-往届校招硕士】  20221215103035  55089423   \n",
       " 12  广州-白云区                      跨境电商运营  20230413182001  57794385   \n",
       " 13  广州-天河区                       产品管理岗  20221109174502  52751333   \n",
       " 14  广州-番禺区            动保配方师 (MJ002591)  20221227155956  52925459   \n",
       " 15  广州-天河区               餐厅管培生（运营管理方向）  20230322170226  50621987   \n",
       " 16  广州-天河区               KA技术顾问-电子3C方向  20230302115043  56630047   \n",
       " 17      广州                   家庭收纳整理服务师  20210908220512  43058741   \n",
       " 18  广州-黄埔区                     导航算法工程师  20220818171445  43519815   \n",
       " 19  广州-天河区                      医药推广经理  20200420120629  27582075   \n",
       " 20      广州             噪声模型研发工程师（力学方向）  20230419101024  49534501   \n",
       " 21      广州                  水环境模型研发工程师  20230419101024  49534783   \n",
       " 22      广州                          销售  20220513092635  49615065   \n",
       " 23      广州                        产品运营  20210411231231  38025617   \n",
       " 24  广州-天河区                      供应链管培生  20221102113009  53534059   \n",
       " 25  广州-白云区                        产品专员  20230421092406  57388243   \n",
       " 26  广州-白云区                        产品助理  20230421092406  57387723   \n",
       " 27  广州-越秀区                  区域推广经理【疫苗】  20221210170148  55011323   \n",
       " 28  广州-天河区                        项目专员  20230420103837  48933489   \n",
       " 29  广州-越秀区                      医学联络经理  20230417184249  53746267   \n",
       " 30  广州-越秀区                        临床专员  20230327092154  53617311   \n",
       " 31  广州-海珠区                        技术运营  20230209231547  54921891   \n",
       " 32  广州-越秀区                    临床监查员CRA  20230411151105  57388939   \n",
       " 33  广州-天河区                  信息化运营服务工程师  20220822095238  48925679   \n",
       " 34      广州                        贷款专员  20190823165424  22791229   \n",
       " 35  广州-越秀区                   行政助理兼销售管理  20221230164555  55281319   \n",
       " 36      广州       临床监查员管培生(CRA Trainee)  20230217104653  47979427   \n",
       " 37      广州     (远程) Personal Assistant  20230223175449  56430171   \n",
       " 38      广州                      白班双休护士  20220822170937  33320187   \n",
       " 39  广州-越秀区                        品牌运营  20221230164816  55281389   \n",
       " \n",
       "     job.advViewFlag  ...                    recruiter.imId  \\\n",
       " 0             False  ...  b4589245f0683b74ac365a663ca833da   \n",
       " 1             False  ...  ec8a850357179b8f2980490a0cdf2257   \n",
       " 2             False  ...  5a383136242348ebbefa578784e31c32   \n",
       " 3             False  ...  0ca3222596b438e6e72b2bd2fb5ab3f4   \n",
       " 4             False  ...  e1a52794bbe2665e063dfc1b00f6daab   \n",
       " 5             False  ...  2aca71df0f3698cf062c1b1ee9c7454d   \n",
       " 6             False  ...  f752b42c17c3399f351ff05530f680dd   \n",
       " 7             False  ...  ec8a850357179b8fad8732728d6065d6   \n",
       " 8             False  ...  1fbd492b6281f87049201562afbb3ea1   \n",
       " 9             False  ...  a7c3b56606702f91e4cd5c055e1e05ce   \n",
       " 10            False  ...  a7c3b56606702f91e4cd5c055e1e05ce   \n",
       " 11            False  ...  c819e8883726ef7e8f669bb17ec3d8eb   \n",
       " 12            False  ...  65119fda62e0a0c793e1abff31d45a23   \n",
       " 13            False  ...  be835ff0ef67057a4f20da7109aae001   \n",
       " 14            False  ...  6f940db7aa4c0e072982e990dc084411   \n",
       " 15            False  ...  223a40c7e305fc4b8929711dbddfb0c2   \n",
       " 16            False  ...  b2a311b087d8d9d20f287de485347e8a   \n",
       " 17            False  ...  7f827ffa7eb5b0799f90d580a60de996   \n",
       " 18            False  ...  4f5fe069133f2fa10e33f8ac54fbf39e   \n",
       " 19            False  ...  cdd83069d7207e91dfb6df235db455f2   \n",
       " 20            False  ...  c5847aea1c23c31a05cd690f9a5023eb   \n",
       " 21            False  ...  c5847aea1c23c31a05cd690f9a5023eb   \n",
       " 22            False  ...  cfdbfedb37575f44835da8f121f93219   \n",
       " 23            False  ...  45774f26a2369d2ef4067025f1d6ce6f   \n",
       " 24            False  ...  f2786b632b3798d0e613caf6959a29cf   \n",
       " 25            False  ...  21ed6c2d3dc2b74d6e0c7d8946192156   \n",
       " 26            False  ...  ac394055cabefefeacd19bcabb3b6f15   \n",
       " 27            False  ...  180468a8af29d05779ae91754c7568f0   \n",
       " 28            False  ...  a93749238acde2291837546e45eb3a29   \n",
       " 29            False  ...  52a201f98ed7eaf441e5bcee76e8c167   \n",
       " 30            False  ...  2d1b4e2f6f3ae9174036597854bcf58c   \n",
       " 31            False  ...  e1edde4c4346dc4af73b70b4b92bfcab   \n",
       " 32            False  ...  2bb31b220c2abb9704612e645251413c   \n",
       " 33            False  ...  f8142d7c1b250f1b8b0ca3877d009dea   \n",
       " 34            False  ...  63a0cbf3838f24908b0ca3877d009dea   \n",
       " 35            False  ...  618fbfa5cbc2fa6899eeb040770b0b48   \n",
       " 36            False  ...  1147417504156b4632cba902952d1d84   \n",
       " 37            False  ...  d1734d73e142444e59a7d64ad9817c9f   \n",
       " 38            False  ...  04b5f262b9bc88615d887c62117912b0   \n",
       " 39            False  ...  618fbfa5cbc2fa6899eeb040770b0b48   \n",
       " \n",
       "    recruiter.imUserType         recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0                     2  5f8f986bdfb13a7dee342f2108u.jpg       10000人以上   \n",
       " 1                     2  5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 2                     2  5f8f986bdfb13a7dee342f2108u.jpg       10000人以上   \n",
       " 3                     2  63417bed67d47138decffc8308u.png     1000-2000人   \n",
       " 4                     2  5f8f986bdfb13a7dee342f2108u.jpg       10000人以上   \n",
       " 5                     2  5f8f986aea60860b75384fab08u.jpg       10000人以上   \n",
       " 6                     2  605033828edfb84095ea686b07u.png       10000人以上   \n",
       " 7                     2  5e82ebb48290a17b144ef10203u.png       10000人以上   \n",
       " 8                     2  5f8f986bdfb13a7dee342f2108u.jpg       10000人以上   \n",
       " 9                     2  5f8f9865ea60860b75384fa508u.jpg     1000-2000人   \n",
       " 10                    2  5f8f9865ea60860b75384fa508u.jpg     1000-2000人   \n",
       " 11                    2  5f8f986bdfb13a7dee342f2108u.jpg       500-999人   \n",
       " 12                    2  5f8f986779c7cc70efbf36c008u.jpg                  \n",
       " 13                    2  5f8f9866dfb13a7dee342f1808u.jpg     2000-5000人   \n",
       " 14                    2  5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 15                    2  5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 16                    2  5f8f98648dbe6273dcf8515508u.jpg     1000-2000人   \n",
       " 17                    2  60f13dc1b6412e470d35a0c401u.png       100-499人   \n",
       " 18                    2  5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 19                    2  5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 20                    2  5549d80e0cf2995a4d53931b01a.jpg       100-499人   \n",
       " 21                    2  5549d80e0cf2995a4d53931b01a.jpg       100-499人   \n",
       " 22                    2  627d9a237db22b4961a5b5b801u.png       100-499人   \n",
       " 23                    2  5f8f986c79c7cc70efbf36c808u.jpg                  \n",
       " 24                    2  5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 25                    2  5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 26                    2  5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 27                    2  5f8f986779c7cc70efbf36c008u.jpg     1000-2000人   \n",
       " 28                    2  5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 29                    2  5f8f98648dbe6273dcf8515508u.jpg       500-999人   \n",
       " 30                    2  5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 31                    2  5f8f9865ea60860b75384fa508u.jpg       500-999人   \n",
       " 32                    2  62922ed7c5b93848b89e0daf04u.png       500-999人   \n",
       " 33                    2  5f8f98648dbe6273dcf8515508u.jpg     1000-2000人   \n",
       " 34                    2  5f8f98648dbe6273dcf8515508u.jpg                  \n",
       " 35                    2  5f8f9863f6d1ab58476f246a08u.jpg          1-49人   \n",
       " 36                    2  5f8f9865ea60860b75384fa508u.jpg       500-999人   \n",
       " 37                    2  5f8f98698dbe6273dcf8516008u.jpg          1-49人   \n",
       " 38                    2  5f8f98648dbe6273dcf8515508u.jpg     2000-5000人   \n",
       " 39                    2  5f8f9863f6d1ab58476f246a08u.jpg          1-49人   \n",
       " \n",
       "                       comp.compLogo comp.compId    comp.compName  \\\n",
       " 0   5bfea43c74719d2aa34cafc403a.png     5217866             百度中国   \n",
       " 1   5bfe90df74719d35745ab83003a.png     9358519  百度(中国)有限公司广州分公司   \n",
       " 2   5bfe90df74719d35745ab83003a.png     9358519  百度(中国)有限公司广州分公司   \n",
       " 3   614294594794fb369e067f3b03u.png     9762935             远智教育   \n",
       " 4   5bfe90df74719d35745ab83003a.png     9358519  百度(中国)有限公司广州分公司   \n",
       " 5   5bfe90df74719d35745ab83003a.png     9358519  百度(中国)有限公司广州分公司   \n",
       " 6   5bfe90df74719d35745ab83003a.png     9358519  百度(中国)有限公司广州分公司   \n",
       " 7   5bfe90df74719d35745ab83003a.png     9358519  百度(中国)有限公司广州分公司   \n",
       " 8   5bfe90df74719d35745ab83003a.png     9358519  百度(中国)有限公司广州分公司   \n",
       " 9   5eb78f0cf254020457420a3b06u.jpg     8860565   百度国际科技(深圳)有限公司   \n",
       " 10  5eb78f0cf254020457420a3b06u.jpg     8860565   百度国际科技(深圳)有限公司   \n",
       " 11  63b4d9f0a0380858a9711da306u.png     8635284             嘉为科技   \n",
       " 12  61b07937d0458d53c627567e02u.jpg     9535673       广州泰稳贸易有限公司   \n",
       " 13  5bfe998474719df0ac99a66503a.png     8385580       中移信息技术有限公司   \n",
       " 14  54d1e9be712e7147fd812a4002c.png      854827             海大集团   \n",
       " 15  62a15d9e90d01f30361ee6c908u.png     9324713  广州柒拾贰餐饮连锁管理有限公司   \n",
       " 16  608929f85e8a1c32e33be8c504u.png     1070270             中望软件   \n",
       " 17  61b07937d0458d53c627567e02u.jpg    12619073     广州霖栩网络科技有限公司   \n",
       " 18  6124c309d700c6129198b9b308u.png     9709554     广州市优普计算机有限公司   \n",
       " 19  5bfea3de74719d2aa34c9e3a03a.png      664545    健康元药业集团股份有限公司   \n",
       " 20  554726340cf2995a4d533e4b01a.jpg     8466811             旭诚科技   \n",
       " 21  554726340cf2995a4d533e4b01a.jpg     8466811             旭诚科技   \n",
       " 22  5bfe9a8b74719df0ac99d9b003a.png     7994768    上海派森诺生物科技有限公司   \n",
       " 23  61b07937d0458d53c627567e02u.jpg    12660975    广州市臻柯网络科技有限公司   \n",
       " 24  60371c165f6e0b3bf7afd1fe08u.png    12556077           德致商成集团   \n",
       " 25  62a00763b0f4dc43e87c40b904u.png    12966655     雷拓(广东)科技有限公司   \n",
       " 26  62a00763b0f4dc43e87c40b904u.png    12966655     雷拓(广东)科技有限公司   \n",
       " 27  6010d195528fae50cfd820de04u.png     9316122       神州细胞工程有限公司   \n",
       " 28  61b07937d0458d53c627567e02u.jpg     9944665      中船工业互联网有限公司   \n",
       " 29  619f58226be07f1d2280a0a208u.png     8691801             鹍远生物   \n",
       " 30  5bfea32a74719d2aa34c7c8503a.png     9198797             中国觅瑞   \n",
       " 31  624a9b1378302f2c469582d607u.png     8166526           广州乐牛游戏   \n",
       " 32  60d9916ab1c2fb475162db9503u.png    12174979     江苏复星医药销售有限公司   \n",
       " 33  5ff508343059cc17bf31785b08u.png    12496689    中国电信股份有限公司研究院   \n",
       " 34  61b07937d0458d53c627567e02u.jpg    10169007     广州君恒按揭服务有限公司   \n",
       " 35  5f4cb458f6d1ab584744d1be06u.png     9684496      广州市智荟环保有限公司   \n",
       " 36  5bfe9f6d74719d2aa34bc47f03a.png     9208246             诺诚健华   \n",
       " 37  5d7a152e1922212016cd804106u.png    10037589     广州优服商务服务有限公司   \n",
       " 38  5bfea65d74719d2aa34cf85103a.png     7999640       广州金鹏集团有限公司   \n",
       " 39  5f4cb458f6d1ab584744d1be06u.png     9684496      广州市智荟环保有限公司   \n",
       " \n",
       "     comp.compIndustry                                 comp.link comp.compStage  \n",
       " 0                 互联网   https://www.liepin.com/company/5217866/            NaN  \n",
       " 1                 互联网   https://www.liepin.com/company/9358519/            已上市  \n",
       " 2                 互联网   https://www.liepin.com/company/9358519/            已上市  \n",
       " 3                培训服务   https://www.liepin.com/company/9762935/            NaN  \n",
       " 4                 互联网   https://www.liepin.com/company/9358519/            已上市  \n",
       " 5                 互联网   https://www.liepin.com/company/9358519/            已上市  \n",
       " 6                 互联网   https://www.liepin.com/company/9358519/            已上市  \n",
       " 7                 互联网   https://www.liepin.com/company/9358519/            已上市  \n",
       " 8                 互联网   https://www.liepin.com/company/9358519/            已上市  \n",
       " 9                 互联网   https://www.liepin.com/company/8860565/          融资未公开  \n",
       " 10                互联网   https://www.liepin.com/company/8860565/          融资未公开  \n",
       " 11               IT服务   https://www.liepin.com/company/8635284/             B轮  \n",
       " 12                互联网   https://www.liepin.com/company/9535673/          融资未公开  \n",
       " 13               IT服务   https://www.liepin.com/company/8385580/            NaN  \n",
       " 14            农/林/牧/渔    https://www.liepin.com/company/854827/         沪深A股上市  \n",
       " 15              酒店/民宿   https://www.liepin.com/company/9324713/            NaN  \n",
       " 16              计算机软件   https://www.liepin.com/company/1070270/          科创板上市  \n",
       " 17             其他生活服务  https://www.liepin.com/company/12619073/            NaN  \n",
       " 18               IT服务   https://www.liepin.com/company/9709554/            NaN  \n",
       " 19                 制药    https://www.liepin.com/company/664545/         沪深A股上市  \n",
       " 20               IT服务   https://www.liepin.com/company/8466811/            NaN  \n",
       " 21               IT服务   https://www.liepin.com/company/8466811/            NaN  \n",
       " 22               生物技术   https://www.liepin.com/company/7994768/             A轮  \n",
       " 23               电子商务  https://www.liepin.com/company/12660975/            NaN  \n",
       " 24                互联网  https://www.liepin.com/company/12556077/            NaN  \n",
       " 25        电子/半导体/集成电路  https://www.liepin.com/company/12966655/            NaN  \n",
       " 26        电子/半导体/集成电路  https://www.liepin.com/company/12966655/            NaN  \n",
       " 27                 制药   https://www.liepin.com/company/9316122/            NaN  \n",
       " 28                互联网   https://www.liepin.com/company/9944665/            NaN  \n",
       " 29                 制药   https://www.liepin.com/company/8691801/             B轮  \n",
       " 30               生物技术   https://www.liepin.com/company/9198797/            NaN  \n",
       " 31                 游戏   https://www.liepin.com/company/8166526/            NaN  \n",
       " 32               医药流通  https://www.liepin.com/company/12174979/            NaN  \n",
       " 33           运营商/增值服务  https://www.liepin.com/company/12496689/            已上市  \n",
       " 34             专业技术服务  https://www.liepin.com/company/10169007/            NaN  \n",
       " 35                 环保   https://www.liepin.com/company/9684496/          融资未公开  \n",
       " 36               生物技术   https://www.liepin.com/company/9208246/           港股上市  \n",
       " 37                租赁业  https://www.liepin.com/company/10037589/            NaN  \n",
       " 38            网络/信息安全   https://www.liepin.com/company/7999640/             其他  \n",
       " 39                 环保   https://www.liepin.com/company/9684496/          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " \n",
       "                                            dataParams comp.compStage  \\\n",
       " 0   {\"recruiterName\":\"谢先生\",\"jobId\":\"50854411\",\"imI...          融资未公开   \n",
       " 1   {\"recruiterName\":\"黄女士\",\"jobId\":\"56387873\",\"imI...            NaN   \n",
       " 2   {\"recruiterName\":\"乔女士\",\"jobId\":\"55228665\",\"imI...       其他股票市场上市   \n",
       " 3   {\"recruiterName\":\"温女士\",\"jobId\":\"54859459\",\"imI...            NaN   \n",
       " 4   {\"recruiterName\":\"吉女士\",\"jobId\":\"44368849\",\"imI...            NaN   \n",
       " 5   {\"recruiterName\":\"范先生\",\"jobId\":\"56349579\",\"imI...            NaN   \n",
       " 6   {\"recruiterName\":\"夏女士\",\"jobId\":\"50053755\",\"imI...            NaN   \n",
       " 7   {\"recruiterName\":\"丁女士\",\"jobId\":\"49471937\",\"imI...            NaN   \n",
       " 8   {\"recruiterName\":\"王女士\",\"jobId\":\"50532497\",\"imI...            NaN   \n",
       " 9   {\"recruiterName\":\"张女士\",\"jobId\":\"53271969\",\"imI...            NaN   \n",
       " 10  {\"recruiterName\":\"陈先生\",\"jobId\":\"55002729\",\"imI...            NaN   \n",
       " 11  {\"recruiterName\":\"王女士\",\"jobId\":\"50194377\",\"imI...            NaN   \n",
       " 12  {\"recruiterName\":\"黄女士\",\"jobId\":\"55640061\",\"imI...            NaN   \n",
       " 13  {\"recruiterName\":\"朱女士\",\"jobId\":\"55458857\",\"imI...         沪深A股上市   \n",
       " 14  {\"recruiterName\":\"何女士\",\"jobId\":\"55328357\",\"imI...            NaN   \n",
       " 15  {\"recruiterName\":\"赵女士\",\"jobId\":\"49771199\",\"imI...            NaN   \n",
       " 16  {\"recruiterName\":\"范先生\",\"jobId\":\"56349611\",\"imI...            NaN   \n",
       " 17  {\"recruiterName\":\"蒙女士\",\"jobId\":\"56297107\",\"imI...            NaN   \n",
       " 18  {\"recruiterName\":\"周女士\",\"jobId\":\"57906075\",\"imI...            NaN   \n",
       " 19  {\"recruiterName\":\"罗女士\",\"jobId\":\"50948133\",\"imI...            NaN   \n",
       " 20  {\"recruiterName\":\"林女士\",\"jobId\":\"28341389\",\"imI...            NaN   \n",
       " 21  {\"recruiterName\":\"姚女士\",\"jobId\":\"52528349\",\"imI...            NaN   \n",
       " 22  {\"recruiterName\":\"吴女士\",\"jobId\":\"37342871\",\"imI...            NaN   \n",
       " 23  {\"recruiterName\":\"伍先生\",\"jobId\":\"56586289\",\"imI...            NaN   \n",
       " 24  {\"recruiterName\":\"王女士\",\"jobId\":\"25819245\",\"imI...            NaN   \n",
       " 25  {\"recruiterName\":\"吴女士\",\"jobId\":\"57092053\",\"imI...            NaN   \n",
       " 26  {\"recruiterName\":\"谢女士\",\"jobId\":\"57729101\",\"imI...           战略投资   \n",
       " 27  {\"recruiterName\":\"王先生\",\"jobId\":\"51546215\",\"imI...            NaN   \n",
       " 28  {\"recruiterName\":\"刘女士\",\"jobId\":\"47576171\",\"imI...            NaN   \n",
       " 29  {\"recruiterName\":\"陈女士\",\"jobId\":\"49715327\",\"imI...             B轮   \n",
       " 30  {\"recruiterName\":\"曾先生\",\"jobId\":\"39555073\",\"imI...          融资未公开   \n",
       " 31  {\"recruiterName\":\"许先生\",\"jobId\":\"57254191\",\"imI...             A轮   \n",
       " 32  {\"recruiterName\":\"王女士\",\"jobId\":\"53411529\",\"imI...            NaN   \n",
       " 33  {\"recruiterName\":\"黄先生\",\"jobId\":\"51249989\",\"imI...            NaN   \n",
       " 34  {\"recruiterName\":\"崔女士\",\"jobId\":\"53529445\",\"imI...            已上市   \n",
       " 35  {\"recruiterName\":\"许女士\",\"jobId\":\"57051081\",\"imI...            NaN   \n",
       " 36  {\"recruiterName\":\"树女士\",\"jobId\":\"41057175\",\"imI...           战略投资   \n",
       " 37  {\"recruiterName\":\"张先生\",\"jobId\":\"29925095\",\"imI...            NaN   \n",
       " 38  {\"recruiterName\":\"张先生\",\"jobId\":\"52181347\",\"imI...          融资未公开   \n",
       " 39  {\"recruiterName\":\"黄女士\",\"jobId\":\"51683999\",\"imI...            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName  comp.compId  \\\n",
       " 0   62c3eab44254545aa5a9809907u.png      金石适航航空技术有限公司     13197139   \n",
       " 1   5c64c511261c45f22d50d39303u.png             SHEIN      8706847   \n",
       " 2   5e93bff65a1a60079d6b7ec108u.png             施耐德电气      2547498   \n",
       " 3   61b07937d0458d53c627567e02u.jpg      广州己悦健康营养咨询中心     13370079   \n",
       " 4   5abb0b2f8e50ab980b89e5ce05a.jpg       广州市名唐广告有限公司      9490411   \n",
       " 5   61b07937d0458d53c627567e02u.jpg  三和创赢资产管理(深圳)有限公司     12322507   \n",
       " 6   61b07937d0458d53c627567e02u.jpg        上海坤堃商贸有限公司     12685115   \n",
       " 7   5bfe8ee174719d35745a553703a.png               扬子江       652255   \n",
       " 8   61b07937d0458d53c627567e02u.jpg      广东什倍资产管理有限公司     13153703   \n",
       " 9   62906f4fb244352e0e92648207u.png          多益网络有限公司      9386110   \n",
       " 10  5bfe9c1a74719df0ac9a25de03a.png           广州银行信用卡      8866590   \n",
       " 11  61b1720c85df8426fdd6d0f803u.png              玛氏中国      8641622   \n",
       " 12  61b07937d0458d53c627567e02u.jpg    武汉星煜领航管理咨询有限公司     13375887   \n",
       " 13  5bfe93ff74719d9f609abaf503a.png               优宁维      8759639   \n",
       " 14  5c4970d4509919607f6b701f06u.png      Michael Page      1790705   \n",
       " 15  61b1720c85df8426fdd6d0f803u.png              玛氏中国      8641622   \n",
       " 16  61b07937d0458d53c627567e02u.jpg  三和创赢资产管理(深圳)有限公司     12322507   \n",
       " 17  6099f67cc411a16ce52da85a04u.jpg     广州筑方圆教育咨询有限公司     12732131   \n",
       " 18  5e9fc16a82b0b02ff413553a07u.jpg             芬美意香料      7912419   \n",
       " 19  622ee692e77e055fc664e14707u.png              维音中国      8035395   \n",
       " 20  5bfe93c574719d9f609aaf5003a.png              汇丰银行      8112581   \n",
       " 21  5bfea13074719d2aa34c1c5203a.png              泽盛药业      8025880   \n",
       " 22  5bfe9d3c74719d2aa34b585403a.png          平安人寿电销广州      1690796   \n",
       " 23  5bfe9c7374719df0ac9a369b03a.png              广康生化      8983110   \n",
       " 24  5bfea62074719d2aa34cf2d103a.png               斯迈康      7107054   \n",
       " 25  5bfe9aab74719df0ac99e03d03a.png          齐鲁制药有限公司      8646848   \n",
       " 26  5bfe91a474719d35745adec203a.png     广州卫视博生物科技有限公司      8198487   \n",
       " 27  5c64c511261c45f22d50d39303u.png             SHEIN      8706847   \n",
       " 28  5bfe991b74719df0ac9991cd03a.png    京信通信技术(广州)有限公司       941676   \n",
       " 29  5d1ad53b3ee8b11dd4a69f9105u.jpg              细刻科技      9911671   \n",
       " 30  61b07937d0458d53c627567e02u.jpg              松子汽融     12666197   \n",
       " 31  62a97cd60879ad1a2ab7c61302u.png               菲鹿儿     12900559   \n",
       " 32  6412cb638b791015aae7df6806u.png             屈臣氏中国      8278552   \n",
       " 33  5bfe937174719d9f609a9f0403a.png          广发期货有限公司      7636489   \n",
       " 34  5d81de2928021708fa49d95907u.png             好太太集团      8304383   \n",
       " 35  61b07937d0458d53c627567e02u.jpg      广州策航电子科技有限公司     13333753   \n",
       " 36  5bfe992974719df0ac99949703a.png              苏中药业      8149319   \n",
       " 37  5f8d84be8dbe6273dcf735e804u.jpg       广东搜好车科技有限公司     12287875   \n",
       " 38  61a183621bd4fb704eb540ef02u.jpg        广东通海药业有限公司     13250839   \n",
       " 39  5bfea13074719d2aa34c1c5203a.png              泽盛药业      8025880   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compIndustry  \\\n",
       " 0           1-49人  https://www.liepin.com/company/13197139/            专业技术服务   \n",
       " 1     5000-10000人   https://www.liepin.com/company/8706847/               互联网   \n",
       " 2        10000人以上   https://www.liepin.com/company/2547498/       电力/热力/燃气/水务   \n",
       " 3        100-499人  https://www.liepin.com/company/13370079/              医疗机构   \n",
       " 4          50-99人   https://www.liepin.com/company/9490411/          广告/公关/会展   \n",
       " 5           1-49人  https://www.liepin.com/company/12322507/          基金/证券/期货   \n",
       " 6                  https://www.liepin.com/company/12685115/            贸易/进出口   \n",
       " 7        10000人以上    https://www.liepin.com/company/652255/                制药   \n",
       " 8           1-49人  https://www.liepin.com/company/13153703/          基金/证券/期货   \n",
       " 9      2000-5000人   https://www.liepin.com/company/9386110/               互联网   \n",
       " 10     1000-2000人   https://www.liepin.com/company/8866590/                银行   \n",
       " 11       10000人以上   https://www.liepin.com/company/8641622/          食品/饮料/酒水   \n",
       " 12                 https://www.liepin.com/company/13375887/           其他商务服务业   \n",
       " 13       500-999人   https://www.liepin.com/company/8759639/                制药   \n",
       " 14    5000-10000人   https://www.liepin.com/company/1790705/            人力资源服务   \n",
       " 15       10000人以上   https://www.liepin.com/company/8641622/          食品/饮料/酒水   \n",
       " 16          1-49人  https://www.liepin.com/company/12322507/          基金/证券/期货   \n",
       " 17         50-99人  https://www.liepin.com/company/12732131/            专业技术服务   \n",
       " 18       500-999人   https://www.liepin.com/company/7912419/          食品/饮料/酒水   \n",
       " 19       10000人以上   https://www.liepin.com/company/8035395/              通信设备   \n",
       " 20    5000-10000人   https://www.liepin.com/company/8112581/                银行   \n",
       " 21       100-499人   https://www.liepin.com/company/8025880/              医药流通   \n",
       " 22     2000-5000人   https://www.liepin.com/company/1690796/                保险   \n",
       " 23       500-999人   https://www.liepin.com/company/8983110/                化工   \n",
       " 24       100-499人   https://www.liepin.com/company/7107054/                制药   \n",
       " 25       10000人以上   https://www.liepin.com/company/8646848/                制药   \n",
       " 26         50-99人   https://www.liepin.com/company/8198487/              医疗器械   \n",
       " 27    5000-10000人   https://www.liepin.com/company/8706847/               互联网   \n",
       " 28    5000-10000人    https://www.liepin.com/company/941676/              通信设备   \n",
       " 29     1000-2000人   https://www.liepin.com/company/9911671/              电子商务   \n",
       " 30         50-99人  https://www.liepin.com/company/12666197/                银行   \n",
       " 31       100-499人  https://www.liepin.com/company/12900559/              电子商务   \n",
       " 32       10000人以上   https://www.liepin.com/company/8278552/             批发/零售   \n",
       " 33       500-999人   https://www.liepin.com/company/7636489/          基金/证券/期货   \n",
       " 34     1000-2000人   https://www.liepin.com/company/8304383/             家具/家居   \n",
       " 35       100-499人  https://www.liepin.com/company/13333753/              电子商务   \n",
       " 36     2000-5000人   https://www.liepin.com/company/8149319/                制药   \n",
       " 37         50-99人  https://www.liepin.com/company/12287875/          汽车交易/后市场   \n",
       " 38       100-499人  https://www.liepin.com/company/13250839/              医药流通   \n",
       " 39       100-499人   https://www.liepin.com/company/8025880/              医药流通   \n",
       " \n",
       "                                            job.labels  ...  \\\n",
       " 0                                    [航电系统设计, 导航系统设计]  ...   \n",
       " 1                        [物流快递, 交通/运输/物流, 产品优化, 产品设计]  ...   \n",
       " 2                                                  []  ...   \n",
       " 3   [健康管理, 养生保健, 饮食保健, 健康咨询, 健康保健, 儿童, 老年人, 术后病人, ...  ...   \n",
       " 4                                         [视觉设计, 制造业]  ...   \n",
       " 5                                                  []  ...   \n",
       " 6                                [新能源汽车, to B, 汽车零部件]  ...   \n",
       " 7                                                  []  ...   \n",
       " 8                                                  []  ...   \n",
       " 9              [IT互联网, 产品设计, 用户研究, 原型设计, 需求分析, 小程序产品]  ...   \n",
       " 10                                                 []  ...   \n",
       " 11                                                 []  ...   \n",
       " 12                           [Python, Golang, DevOps]  ...   \n",
       " 13                                                 []  ...   \n",
       " 14             [Onesteam, 项目顾问, PMP, 项目管理, 财务项目, SAP]  ...   \n",
       " 15                                                 []  ...   \n",
       " 16                                                 []  ...   \n",
       " 17                                     [金融产品销售, 数据分析]  ...   \n",
       " 18  [客户端产品, 电子商务, O2O, 消费品, to B, 需求分析, 市场调研, 产品设计...  ...   \n",
       " 19     [法语, 德语, 投诉客服, 售后客服, 售前客服, 呼叫中心管理, 非销性质, 电子商务]  ...   \n",
       " 20                                       [保险行业, 用户研究]  ...   \n",
       " 21                                        [学术类, 医药学术]  ...   \n",
       " 22         [用户增长, 商业产品, 说话流利, 逻辑思维, 用户心理, 销售技巧, 用户需求]  ...   \n",
       " 23                                        [市场洞察, 经济学]  ...   \n",
       " 24                                              [制造业]  ...   \n",
       " 25                      [学术经理, 配合大区经理工作, 配合市场部工作, 出差]  ...   \n",
       " 26                         [学术推广, 创新医疗器械, 临床拜访, 学术培训]  ...   \n",
       " 27                                                 []  ...   \n",
       " 28                             [通信, 电子, 技术支持, 售前, 售后]  ...   \n",
       " 29                 [夜班客服, 英语, 售前客服, 售中客服, 售后客服, 非销性质]  ...   \n",
       " 30                                             [金融产品]  ...   \n",
       " 31                                                 []  ...   \n",
       " 32                           [需求管理, 产品优化, 产品设计, 团队管理]  ...   \n",
       " 33                                                 []  ...   \n",
       " 34                                       [增长产品, 数据分析]  ...   \n",
       " 35                            [电商采购, 产品开发, 供应商寻源, 露营]  ...   \n",
       " 36                                             [市场营销]  ...   \n",
       " 37                                             [金融产品]  ...   \n",
       " 38                           [医药产品, 医药行业, 医疗器械, 手术器械]  ...   \n",
       " 39                                                 []  ...   \n",
       " \n",
       "                                        job.link job.requireEduLevel  \\\n",
       " 0   https://www.liepin.com/job/1950854411.shtml                  本科   \n",
       " 1   https://www.liepin.com/job/1956387873.shtml                  本科   \n",
       " 2   https://www.liepin.com/job/1955228665.shtml                统招本科   \n",
       " 3   https://www.liepin.com/job/1954859459.shtml                学历不限   \n",
       " 4   https://www.liepin.com/job/1944368849.shtml                学历不限   \n",
       " 5   https://www.liepin.com/job/1956349579.shtml                  本科   \n",
       " 6   https://www.liepin.com/job/1950053755.shtml                学历不限   \n",
       " 7   https://www.liepin.com/job/1949471937.shtml                  本科   \n",
       " 8   https://www.liepin.com/job/1950532497.shtml                  本科   \n",
       " 9   https://www.liepin.com/job/1953271969.shtml                  本科   \n",
       " 10  https://www.liepin.com/job/1955002729.shtml                  大专   \n",
       " 11  https://www.liepin.com/job/1950194377.shtml                学历不限   \n",
       " 12  https://www.liepin.com/job/1955640061.shtml                  本科   \n",
       " 13  https://www.liepin.com/job/1955458857.shtml                  硕士   \n",
       " 14  https://www.liepin.com/job/1955328357.shtml                  本科   \n",
       " 15  https://www.liepin.com/job/1949771199.shtml                学历不限   \n",
       " 16  https://www.liepin.com/job/1956349611.shtml                  本科   \n",
       " 17  https://www.liepin.com/job/1956297107.shtml                  本科   \n",
       " 18  https://www.liepin.com/job/1957906075.shtml                  本科   \n",
       " 19  https://www.liepin.com/job/1950948133.shtml                学历不限   \n",
       " 20  https://www.liepin.com/job/1928341389.shtml                  大专   \n",
       " 21  https://www.liepin.com/job/1952528349.shtml                  本科   \n",
       " 22  https://www.liepin.com/job/1937342871.shtml                  本科   \n",
       " 23  https://www.liepin.com/job/1956586289.shtml                  本科   \n",
       " 24  https://www.liepin.com/job/1925819245.shtml                学历不限   \n",
       " 25  https://www.liepin.com/job/1957092053.shtml                  大专   \n",
       " 26  https://www.liepin.com/job/1957729101.shtml                  本科   \n",
       " 27  https://www.liepin.com/job/1951546215.shtml                  本科   \n",
       " 28  https://www.liepin.com/job/1947576171.shtml                  本科   \n",
       " 29  https://www.liepin.com/job/1949715327.shtml                  大专   \n",
       " 30  https://www.liepin.com/job/1939555073.shtml                学历不限   \n",
       " 31  https://www.liepin.com/job/1957254191.shtml                  本科   \n",
       " 32  https://www.liepin.com/job/1953411529.shtml                学历不限   \n",
       " 33  https://www.liepin.com/job/1951249989.shtml                  本科   \n",
       " 34  https://www.liepin.com/job/1953529445.shtml                  本科   \n",
       " 35  https://www.liepin.com/job/1957051081.shtml                  本科   \n",
       " 36  https://www.liepin.com/job/1941057175.shtml                  本科   \n",
       " 37  https://www.liepin.com/job/1929925095.shtml                  本科   \n",
       " 38  https://www.liepin.com/job/1952181347.shtml                  本科   \n",
       " 39  https://www.liepin.com/job/1951683999.shtml                  本科   \n",
       " \n",
       "     job.requireWorkYears recruiter.recruiterName  \\\n",
       " 0                   经验不限                     谢先生   \n",
       " 1                   经验不限                     黄女士   \n",
       " 2                   经验不限                     乔女士   \n",
       " 3                   经验不限                     温女士   \n",
       " 4                   经验不限                     吉女士   \n",
       " 5                   经验不限                     范先生   \n",
       " 6                   经验不限                     夏女士   \n",
       " 7                   经验不限                     丁女士   \n",
       " 8                   经验不限                     王女士   \n",
       " 9                   经验不限                     张女士   \n",
       " 10                  经验不限                     陈先生   \n",
       " 11                  经验不限                     王女士   \n",
       " 12                  经验不限                     黄女士   \n",
       " 13                  一年以下                     朱女士   \n",
       " 14                  经验不限                     何女士   \n",
       " 15                  经验不限                     赵女士   \n",
       " 16                  经验不限                     范先生   \n",
       " 17                  经验不限                     蒙女士   \n",
       " 18                  经验不限                     周女士   \n",
       " 19                  经验不限                     罗女士   \n",
       " 20                  经验不限                     林女士   \n",
       " 21                  经验不限                     姚女士   \n",
       " 22                  经验不限                     吴女士   \n",
       " 23                  经验不限                     伍先生   \n",
       " 24                  经验不限                     王女士   \n",
       " 25                  经验不限                     吴女士   \n",
       " 26                  一年以下                     谢女士   \n",
       " 27                  经验不限                     王先生   \n",
       " 28                  经验不限                     刘女士   \n",
       " 29                  经验不限                     陈女士   \n",
       " 30                  经验不限                     曾先生   \n",
       " 31                  经验不限                     许先生   \n",
       " 32                  经验不限                     王女士   \n",
       " 33                  经验不限                     黄先生   \n",
       " 34                  一年以下                     崔女士   \n",
       " 35                  经验不限                     许女士   \n",
       " 36                  经验不限                     树女士   \n",
       " 37                  经验不限                     张先生   \n",
       " 38                  经验不限                     张先生   \n",
       " 39                  经验不限                     黄女士   \n",
       " \n",
       "                    recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0                                       总经理  84e97abbfb385624ced1d889da58fa3f   \n",
       " 1                                        HR  efe27cb8a3361b00b27c1e2879455f9c   \n",
       " 2                         Senior TA Partner  7a577f5fbd4b9cc20c530d547b78c790   \n",
       " 3                                        经理  0918754def400197d2003f6eb868c8a1   \n",
       " 4                                            1162d472cc457a7c88df757028aa0950   \n",
       " 5                                    人力资源总监  9ba47e9cb781604871dc722f3e2cde0f   \n",
       " 6                                分公司/代表处负责人  b801d60db23ac1c8960bfe7103fbfe3b   \n",
       " 7                                 零售推广中心负责人  c64e991489d11dd8605987ee33b5d0c5   \n",
       " 8                                        hr  d8b4e295819ec0d2a010ebc2dd1c09aa   \n",
       " 9                                      HRBP  d4ffa214246f04c63241ba6dc4ccfb14   \n",
       " 10                                       主管  080e3ce26a0c973e53beaffc011b1d98   \n",
       " 11                                     猎头顾问  2b351bcece5e131c1f192be7b8dee0c6   \n",
       " 12                                       HR  0a6f55474eead4cf0193f4d9a18b01ee   \n",
       " 13                                     招聘专员  f81bf0e70bafb542076e92dcc578ecf4   \n",
       " 14                                     资深顾问  c4df4095308c2d034ed270e33d433616   \n",
       " 15                                  招聘经理/主管  812869dfa2308c83ef02177fa9843779   \n",
       " 16                                   人力资源总监  9ba47e9cb781604871dc722f3e2cde0f   \n",
       " 17                                       经理  047285f7b2a6137ced657d180981f8b0   \n",
       " 18  Senior HR Manager- Recruitment&Projects  96a0b5d1ce98b2888dffa9850944c9dc   \n",
       " 19                                     招聘经理  a7dc758b1aa73647c1c6d78facd5843a   \n",
       " 20                                           deeb7e59c27c2ceec1bf3eabdb80e6cf   \n",
       " 21                                       HR  a16c9902bfbf5caf9c190e943816f370   \n",
       " 22                                       经理  87fab1b1a011cf69c9b401eac1f45736   \n",
       " 23                                       HR  c1f23ee53bd9865315751e2d07abff95   \n",
       " 24                                       HR  0caf3ddd18003fe6b05b3408818daf26   \n",
       " 25                                     HRBP  a4360752917072ed1c1aebf2721e1937   \n",
       " 26                                      招聘者  2daedf235149da49f9c15f83e5f654cf   \n",
       " 27                                hrbp（偏招聘）  207483ddc5a8c09f854cc43fa0dacdee   \n",
       " 28                                     HRBP  e2ca576f13975533249ee0d7636d80e6   \n",
       " 29                                   HRBP经理  3f9f621566e28fd64d55f8201791142e   \n",
       " 30                                联合创始人/COO  22eedc62e6eb8904ef12a42c8cf4b429   \n",
       " 31                                     HRBP  827206b3938f75ba5dbd9f4172f1d25c   \n",
       " 32                                       猎头  193966ce07f3080f8094c486e4344df9   \n",
       " 33                                    人力资源岗  e76fd980bfe0f6e3218208e6665c3edd   \n",
       " 34                                       人事  8df54fce30a096ec5727c55c3c8e23d4   \n",
       " 35                                     招聘主管  584f7fff01a98ccd1fa76fc1f514e0b8   \n",
       " 36                                    推广部经理  73523a149ffe21f2cff55f0b09ed64fc   \n",
       " 37                                      总经理  e18e241dd321541ef4db9fc2d1913c49   \n",
       " 38                                     人事经理  cc8ebef05394514093d0e136d316e603   \n",
       " 39                                     学术经理  acd535aabf7174268c756477b502723c   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0              False  f547a6fb8125c60bc6ad1568e455f51a                    2   \n",
       " 1              False  1e769ba9e63d9bf35347fc59a89f891b                    2   \n",
       " 2              False  979153b1789f0cea3417a188cf69ded9                    2   \n",
       " 3              False  ce62c47a9ae35d5e93e1abff31d45a23                    2   \n",
       " 4              False  39bc87c38a7fb0706dadb487287a091a                    2   \n",
       " 5              False  1f47205dfe869e16ee7b65a82243fe9b                    2   \n",
       " 6              False  15a2202c438e55e0160b5b344d4ef7b6                    2   \n",
       " 7              False  19b2ed174fd4f1339f360dab62b59e34                    2   \n",
       " 8              False  6f8e508659f1a787ff5aa8e531f3e699                    2   \n",
       " 9              False  9a7025a0b47e8c4a950317a6aa64cbbc                    2   \n",
       " 10             False  c5946c993626f677d59fbf97e980a99c                    2   \n",
       " 11             False  28c3b3f9c5a56d489f71bc73f10cbe5b                    2   \n",
       " 12             False  5798f25e82bbb657eb6a758dd3c4fa9c                    2   \n",
       " 13             False  86ff798483610fba902e451fd4b3c85e                    2   \n",
       " 14             False  bdfda2d4c2083da4d1ea97c874ac4d62                    2   \n",
       " 15             False  01a23143cf30b41e9ccf3dc45f6d7696                    2   \n",
       " 16             False  1f47205dfe869e16ee7b65a82243fe9b                    2   \n",
       " 17             False  8ae03e4f9c04ae8b6ee1c099e8f099da                    2   \n",
       " 18             False  a40ebef393dc91ef6042c177f0a1d2b1                    2   \n",
       " 19             False  ed80c969fd923961d3a0457e92ea9bdb                    2   \n",
       " 20             False  109f038e63ea2f7bf73b70b4b92bfcab                    2   \n",
       " 21             False  9ea7ab41c730a846eb9081834c58cfff                    2   \n",
       " 22             False  d3b6789e745498ad9b730e23f2bd8f83                    2   \n",
       " 23             False  5c4a464dd66b15daf7021d47b9950d0b                    2   \n",
       " 24             False  33800886d29883ac78f5885b11a76839                    2   \n",
       " 25             False  e5dff0a0df55332a72bb60d29c324b6a                    2   \n",
       " 26             False  64b9e61285dd85dec9cfe5b3cd09b3d2                    2   \n",
       " 27             False  e524a04bde5712cecefc0e440455247a                    2   \n",
       " 28             False  fcaf2a3d6c9cfb5745913e3a4abf94f3                    2   \n",
       " 29             False  ee411b7ee8950d5d36d8c7038f74fcb7                    2   \n",
       " 30             False  e8f9062ad6476469c1bd2b3e9fec8144                    2   \n",
       " 31             False  b25fcec3fee32c108d946a46ea6f110f                    2   \n",
       " 32             False  a813e2b2de9637db59a7d64ad9817c9f                    2   \n",
       " 33             False  9a7e71f64175b17f24eff958a002fd93                    2   \n",
       " 34             False  e1b227ff687330b4ff9aa041fd487686                    2   \n",
       " 35             False  0da2ee1bf57014a8a6e50417f0b1bce0                    2   \n",
       " 36             False  0d0a521d69ae28187d9249b687d4adef                    2   \n",
       " 37             False  c364f09be2fbc7753eae059a38e31609                    2   \n",
       " 38             False  9ea7ab41c730a846c11b56b08ecdb770                    2   \n",
       " 39             False  2b721ca6a88bce4d073112205a7a6ce0                    2   \n",
       " \n",
       "            recruiter.recruiterPhoto  \n",
       " 0   62c3ee20544cef5dfb62a79807u.png  \n",
       " 1   5f8f986779c7cc70efbf36c008u.jpg  \n",
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       " 3   5f8f986779c7cc70efbf36c008u.jpg  \n",
       " 4   5f8f9865ea60860b75384fa508u.jpg  \n",
       " 5   5f8f986aea60860b75384fab08u.jpg  \n",
       " 6   607316ee0bbd4a71d218e3ca04u.png  \n",
       " 7   5f8f9865ea60860b75384fa508u.jpg  \n",
       " 8   5f8f9865ea60860b75384fa508u.jpg  \n",
       " 9   5f8f9865ea60860b75384fa508u.jpg  \n",
       " 10  62e8a64233afd72435fe361e01u.png  \n",
       " 11  5f8f9866dfb13a7dee342f1808u.jpg  \n",
       " 12  5f8f986779c7cc70efbf36c008u.jpg  \n",
       " 13  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 14  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 15  5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 16  5f8f986aea60860b75384fab08u.jpg  \n",
       " 17  63f398405f29d64fed69b8b802u.png  \n",
       " 18  5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 19  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 20  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 21  56e2882c45ce40c53b9ec91104a.jpg  \n",
       " 22  60291567b0b1a531fae8042306u.png  \n",
       " 23  5f8f98698dbe6273dcf8516008u.jpg  \n",
       " 24  54d1e783712eb4f6b84c5de401a.jpg  \n",
       " 25  5f8f9866dfb13a7dee342f1808u.jpg  \n",
       " 26  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 27  5f8f986c79c7cc70efbf36c808u.jpg  \n",
       " 28  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 29  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 30  608977e6919e256bc8d763ad07u.png  \n",
       " 31  5f8f98698dbe6273dcf8516008u.jpg  \n",
       " 32  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 33  5f8f986c79c7cc70efbf36c808u.jpg  \n",
       " 34  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 35  5f8f9865ea60860b75384fa508u.jpg  \n",
       " 36  5f8f9866dfb13a7dee342f1808u.jpg  \n",
       " 37  5f8f986c79c7cc70efbf36c808u.jpg  \n",
       " 38  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       " 39  5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"50288961\",\"recruiterName\":\"丘女士\",\"imI...   \n",
       " 1   {\"jobId\":\"48697241\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 2   {\"jobId\":\"56011499\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 3   {\"jobId\":\"51148521\",\"recruiterName\":\"鱼女士\",\"imI...   \n",
       " 4   {\"jobId\":\"51683227\",\"recruiterName\":\"黄女士\",\"imI...   \n",
       " 5   {\"jobId\":\"46160093\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       " 6   {\"jobId\":\"36167059\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 7   {\"jobId\":\"28763225\",\"recruiterName\":\"胡先生\",\"imI...   \n",
       " 8   {\"jobId\":\"51605015\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       " 9   {\"jobId\":\"49577551\",\"recruiterName\":\"罗先生\",\"imI...   \n",
       " 10  {\"jobId\":\"49132345\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 11  {\"jobId\":\"33001791\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       " 12  {\"jobId\":\"50048015\",\"recruiterName\":\"傅先生\",\"imI...   \n",
       " 13  {\"jobId\":\"51646787\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       " 14  {\"jobId\":\"42781755\",\"recruiterName\":\"朱女士\",\"imI...   \n",
       " 15  {\"jobId\":\"18396263\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 16  {\"jobId\":\"41482851\",\"recruiterName\":\"董先生\",\"imI...   \n",
       " 17  {\"jobId\":\"52390131\",\"recruiterName\":\"马先生\",\"imI...   \n",
       " 18  {\"jobId\":\"39556741\",\"recruiterName\":\"曾先生\",\"imI...   \n",
       " 19  {\"jobId\":\"21650265\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       " 20  {\"jobId\":\"37748695\",\"recruiterName\":\"刘先生\",\"imI...   \n",
       " 21  {\"jobId\":\"24443607\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 22  {\"jobId\":\"50351881\",\"recruiterName\":\"麦女士\",\"imI...   \n",
       " 23  {\"jobId\":\"28369069\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 24  {\"jobId\":\"51559335\",\"recruiterName\":\"梁女士\",\"imI...   \n",
       " 25  {\"jobId\":\"53146473\",\"recruiterName\":\"黃先生\",\"imI...   \n",
       " 26  {\"jobId\":\"48239233\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 27  {\"jobId\":\"38034827\",\"recruiterName\":\"孙先生\",\"imI...   \n",
       " 28  {\"jobId\":\"29339983\",\"recruiterName\":\"余女士\",\"imI...   \n",
       " 29  {\"jobId\":\"29196711\",\"recruiterName\":\"何女士\",\"imI...   \n",
       " 30  {\"jobId\":\"36555021\",\"recruiterName\":\"林先生\",\"imI...   \n",
       " 31  {\"jobId\":\"50115333\",\"recruiterName\":\"熊女士\",\"imI...   \n",
       " 32  {\"jobId\":\"38250333\",\"recruiterName\":\"王先生\",\"imI...   \n",
       " 33  {\"jobId\":\"45348983\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 34  {\"jobId\":\"52648559\",\"recruiterName\":\"王先生\",\"imI...   \n",
       " 35  {\"jobId\":\"48960443\",\"recruiterName\":\"文先生\",\"imI...   \n",
       " 36  {\"jobId\":\"19751389\",\"recruiterName\":\"吴女士\",\"imI...   \n",
       " 37  {\"jobId\":\"49493759\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 38  {\"jobId\":\"25326917\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 39  {\"jobId\":\"50054003\",\"recruiterName\":\"夏女士\",\"imI...   \n",
       " \n",
       "                                              dataInfo recruiter.recruiterName  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     丘女士   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     周女士   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈女士   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     鱼女士   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黄女士   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈先生   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     胡先生   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     杨女士   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     罗先生   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     周女士   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈先生   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     傅先生   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     杨女士   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     朱女士   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     董先生   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     马先生   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     曾先生   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈先生   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     刘先生   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈女士   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     麦女士   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     周女士   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     梁女士   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黃先生   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈女士   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     孙先生   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     余女士   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     何女士   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     林先生   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     熊女士   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     王先生   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     王先生   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     文先生   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     吴女士   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     周女士   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     夏女士   \n",
       " \n",
       "    recruiter.recruiterTitle  recruiter.chatted  \\\n",
       " 0                      HRBP              False   \n",
       " 1                                        False   \n",
       " 2                        人事              False   \n",
       " 3                      HRBP              False   \n",
       " 4                      学术经理              False   \n",
       " 5                  技术Leader              False   \n",
       " 6                      运营总监              False   \n",
       " 7                        HR              False   \n",
       " 8                    人事招聘主管              False   \n",
       " 9                   后端开发工程师              False   \n",
       " 10                     视觉总监              False   \n",
       " 11                       主管              False   \n",
       " 12                    部门负责人              False   \n",
       " 13                     行政文员              False   \n",
       " 14                       法人              False   \n",
       " 15                 高级广告营销专员              False   \n",
       " 16                高级后端开发工程师              False   \n",
       " 17                       店长              False   \n",
       " 18                联合创始人/COO              False   \n",
       " 19                      CEO              False   \n",
       " 20                     人事主管              False   \n",
       " 21                     人事专员              False   \n",
       " 22                     招聘经理              False   \n",
       " 23                                       False   \n",
       " 24                       HR              False   \n",
       " 25                     人力資源              False   \n",
       " 26                     人事专员              False   \n",
       " 27                     技术总监              False   \n",
       " 28                       hr              False   \n",
       " 29                     HRBP              False   \n",
       " 30                 产品经理主管顾问              False   \n",
       " 31                     招聘Hr              False   \n",
       " 32                   人事行政主管              False   \n",
       " 33                    大客户经理              False   \n",
       " 34                      总经理              False   \n",
       " 35                      总经理              False   \n",
       " 36                   区域人事主管              False   \n",
       " 37                       人事              False   \n",
       " 38                    七星服务商              False   \n",
       " 39               分公司/代表处负责人              False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   4bd41c6f62e7453d98982ae5f1faf374                    2   \n",
       " 1   34f1760caac98a2e4a7a04e7d95591ea                    2   \n",
       " 2   cb16bb5cd08863e59f15f2235ec6abf0                    2   \n",
       " 3   43f424801bc4ffbfdfb6df235db455f2                    2   \n",
       " 4   2b721ca6a88bce4d073112205a7a6ce0                    2   \n",
       " 5   850743bfe9cbffb978efc05f67c8e059                    2   \n",
       " 6   84d19e79d4adc2a504612e645251413c                    2   \n",
       " 7   a7509072d79f520004612e645251413c                    2   \n",
       " 8   266a2614698167b6f72c2cb241b5d2db                    2   \n",
       " 9   f4cac609cb6702c88f669bb17ec3d8eb                    2   \n",
       " 10  b50b7a6dd05185669df82a630335d146                    2   \n",
       " 11  521280a7d6ca9250062c1b1ee9c7454d                    2   \n",
       " 12  189c1070d883e3f91706e81b284fe569                    2   \n",
       " 13  1cea60bfd13cc56ce3db76272f25835f                    2   \n",
       " 14  e0b6783a79c5181f68c56fcc9b2af6cb                    2   \n",
       " 15  b278efb4a398f82df4067025f1d6ce6f                    2   \n",
       " 16  2905ec60043984edc18942ef6f543974                    2   \n",
       " 17  7ef89450712e7c87c840dbff03641b29                    2   \n",
       " 18  e8f9062ad6476469c1bd2b3e9fec8144                    2   \n",
       " 19  a876a52c465080898fa263ed17de85b1                    2   \n",
       " 20  f85a7fb63698d0b667766a03c68ce883                    2   \n",
       " 21  adb7eaaa457ba178c94f4d0c9b7b96ae                    2   \n",
       " 22  1fdec48820f0cd9173ea3114a5fc2d96                    2   \n",
       " 23  701b6474d5bc73e0351ff05530f680dd                    2   \n",
       " 24  8b5778018e7010c66e9290f04e92081c                    2   \n",
       " 25  0422c81d4de1ae541706e81b284fe569                    2   \n",
       " 26  4d6bceaf74dd54fc44abb46059cb2d92                    2   \n",
       " 27  5689637ee26aec0cc1bd2b3e9fec8144                    2   \n",
       " 28  309ac41eb83647b667766a03c68ce883                    2   \n",
       " 29  fe80a0c5eb65e630ac365a663ca833da                    2   \n",
       " 30  e6928e2b01c0e9824a7a04e7d95591ea                    2   \n",
       " 31  2651f5e9d669ff05c52f9b61f06f5eed                    2   \n",
       " 32  ed43c67f8acf84a101ab80e4a8b96567                    2   \n",
       " 33  1a9d62528170c1a0cb1add96ed310edb                    2   \n",
       " 34  44872afdaa49af0634301b9535a41269                    2   \n",
       " 35  cb89b9db95db1996c94f4d0c9b7b96ae                    2   \n",
       " 36  dec4ca6cf3cdd82699eeb040770b0b48                    2   \n",
       " 37  546d261287c7ad98972a6c87fdd61311                    2   \n",
       " 38  a9ffd31e4c11da00e4cd5c055e1e05ce                    2   \n",
       " 39  15a2202c438e55e0160b5b344d4ef7b6                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   66ef461767c02fc412bac4f1f4bf33e1  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 1   8cf1ab73464cc1930dafb036d67aa480  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 2   b07b992c31ac96b8bb39e3fcc13f8e59  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 3   0f7fa456de121284cc7473875c95e16b  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 4   acd535aabf7174268c756477b502723c  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   62d02c1e0de91c637bb0e16165265b03  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6   b4e202c249d928a12ab21b867543c76b  603486248f5866739fffda8207u.png   \n",
       " 7   37f21b4d2edc8f64792c42ee46f27c4e  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 8   b1448bb7f9acb5657c8d5908cfe02b99  62e2385a65afcc5f72881a3804u.jpg   \n",
       " 9   43319e7d6563880c96ea8588bafa7c35  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 10  cf98b7ceb91aca94f8cf5989905c40dd  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 11  ce07814fa8f5459e1eb66611978acd56  5f8f986aea60860b75384fab08u.jpg   \n",
       " 12  90bf50e48f67d5a653e2faa17dbc6ea8  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 13  638232fe321eda713d754d47a7a85c4a  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 14  c25ab9ce0090a702fa2dba9dc90a9777  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  7be37dffc14a5c9aac707fd4065958d7  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 16  084e4c835856917d90f80a14169d34d9  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 17  a4799f1b75ad7f9d5d035d2306ab2292  622b00a82d42b56e4c54d17002u.png   \n",
       " 18  22eedc62e6eb8904ef12a42c8cf4b429  608977e6919e256bc8d763ad07u.png   \n",
       " 19  5559ae618cd18e71c1db907420252f14  5b53e60a8e50c846792e76d204a.png   \n",
       " 20  59ac664a65e7fd4d9908dbbbff15ded1  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 21  f1bda30079a4014a1e4d3a4031d65ad0  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 22  e55bb1dbad1b05eb1265601a277a717b  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 23  d8dd21c58b22e7cbb8a1addb35863217  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 24  b7408894d77512a1c91ea89a6d33e56e  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 25  92a3d31e52c16667b6717aab33ddb0e9  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 26  cd37d778e5dadbccdb96c4b21d2faa0f  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 27  8af62c4c7713dba3771d4c8b33074c3b  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 28  6f3c010c3e72e5ac646279ece132dc86  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 29  da0bc7e738ea79fd4987fd4f23bc7dd9  6205d411e9be483c095c48bb02u.jpg   \n",
       " 30  7c34bcc3af3727fd1b6a15aac21aaaa8  5f8e97ce8dbe6273dcf7de5904u.png   \n",
       " 31  540db720ea7836a391aa79cd4aab0be9  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 32  d07ddea78444745c22c6c35c18e1ac99  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 33  b212dfd707401fd8b2090ec5e78216bf  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34  25cc3ffd8fd5544cdcada000710a10f7  6324312d2ec8597bfa3fa50404u.png   \n",
       " 35  613407e3c052e8c1abad77ec0b89f373  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 36  d97e78451c37eb59677c76752ac7ee12  598bda8e7032c08e1330a07504a.jpg   \n",
       " 37  c7f1456e695d13b0e61e76eceb50bf31  62787dec729b7f1230b664d705u.png   \n",
       " 38  701de072c7f882d3de72a74e953e7504  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 39  b801d60db23ac1c8960bfe7103fbfe3b  607316ee0bbd4a71d218e3ca04u.png   \n",
       " \n",
       "                                            job.labels  ...  job.advViewFlag  \\\n",
       " 0        [电力, 新能源, 产品设计, 电力市场, 电力行业, 电力系统, 电网企业, 碳中和]  ...            False   \n",
       " 1                                                  []  ...            False   \n",
       " 2                                                  []  ...            False   \n",
       " 3              [IT互联网, 产品设计, 小程序产品, 用户研究, 需求分析, 原型设计]  ...            False   \n",
       " 4                                       [医药类, 医药市场推广]  ...            False   \n",
       " 5                                                [广州]  ...            False   \n",
       " 6                                   [ota, BD. 酒店，旅游，]  ...            False   \n",
       " 7                        [android, sqlite, git, 网络协议]  ...            False   \n",
       " 8                                                  []  ...            False   \n",
       " 9   [大数据领域, 架构设计, Java, Python, LabVIEW, Golang, C++]  ...            False   \n",
       " 10  [3D设计, 3D建模, CG动画, 多风格, AE, Premiere, 3DMAX, 后...  ...            False   \n",
       " 11                                                 []  ...            False   \n",
       " 12                                                 []  ...            False   \n",
       " 13                                     [体外诊断产品, 神经内科]  ...            False   \n",
       " 14                                             [开机师傅]  ...            False   \n",
       " 15                [原型设计, 交互设计, 人机交互, 用户研究, 动作设计, 移动端]  ...            False   \n",
       " 16  [javascript, css, react, vue, html, webpack, a...  ...            False   \n",
       " 17                                         [会籍顾问 派单员]  ...            False   \n",
       " 18                                             [金融产品]  ...            False   \n",
       " 19                                             [入职管理]  ...            False   \n",
       " 20                                             [商业产品]  ...            False   \n",
       " 21                                             [商业产品]  ...            False   \n",
       " 22                                 [医药研发, 医疗设备, 医药产品]  ...            False   \n",
       " 23                                       [市场营销, 预防医学]  ...            False   \n",
       " 24                                                 []  ...            False   \n",
       " 25                                       [工程管理, 物料測量]  ...            False   \n",
       " 26                          [水路运输, 航空运输, 国际航线, 东南亚航线]  ...            False   \n",
       " 27                                               [c#]  ...            False   \n",
       " 28                                                 []  ...            False   \n",
       " 29                                                 []  ...            False   \n",
       " 30                                                 []  ...            False   \n",
       " 31                              [直播运营, IT/互联网/软件, 英语]  ...            False   \n",
       " 32                                                 []  ...            False   \n",
       " 33                         [支付行业, 金融产品, 收单, POS, 收款码]  ...            False   \n",
       " 34  [供应链产品, 硬件产品, 批发/零售, to B, 产品规划, 产品设计, 用户研究, 原...  ...            False   \n",
       " 35                [后端开发, IT/信息化领域, 需求分析, Golang, GIT]  ...            False   \n",
       " 36                                 [算法开发, TensorFlow]  ...            False   \n",
       " 37                                           [互联网金融类]  ...            False   \n",
       " 38                                [聚合支付, pos零售, 安装支付]  ...            False   \n",
       " 39  [汽车行业, 新能源, 汽车动力电池, 新能源汽车, 市场洞察, 工学, 电力, 拓展培训,...  ...            False   \n",
       " \n",
       "                                        job.dataPromId job.requireEduLevel  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                统招本科   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                学历不限   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                学历不限   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...               中专/中技   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                学历不限   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                统招本科   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                学历不限   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                学历不限   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                学历不限   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  硕士   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                学历不限   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                统招本科   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  大专   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  硕士   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                学历不限   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                  本科   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...                学历不限   \n",
       " \n",
       "        comp.compName comp.compStage                    comp.compLogo  \\\n",
       " 0       北京清能互联科技有限公司             B轮  5ca579d5261c45459802b50907u.png   \n",
       " 1       上海数慧系统技术有限公司            NaN  5bfffb4374719da073f12afc03u.png   \n",
       " 2   中青华腾(广东)企业服务有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 3       广州多益网络股份有限公司            NaN  6094b670df45a46a965afcf204u.png   \n",
       " 4               泽盛药业            NaN  5bfea13074719d2aa34c1c5203a.png   \n",
       " 5           抖音视界有限公司             D轮  5e0d4ad929d83a675436b4a206u.jpg   \n",
       " 6       广州视界行旅行社有限公司          融资未公开  603470aab9834220c1e1405904u.jpg   \n",
       " 7        广州智动力科技有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 8        广州欧博化妆品有限公司            NaN  5ae933298e50ff6eb70a481605a.jpg   \n",
       " 9       广东今日头条科技有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 10     广州市极智数码科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 11          平安人寿电销广州            NaN  5bfe9d3c74719d2aa34b585403a.png   \n",
       " 12   珠海市圣美基因检测科技有限公司             B轮  6214448dba03ce5501b5469c04u.png   \n",
       " 13  福州瑞博斯医学检验实验室有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 14      广东威诺医疗设备有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 15      深圳今日头条科技有限公司             D轮  61b07937d0458d53c627567e02u.jpg   \n",
       " 16      广东今日头条科技有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 17         力弗拉私人训练中心            NaN  619216cd91c6af0944b1c30d06u.jpg   \n",
       " 18              松子汽融          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 19    广东中标数据科技股份有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 20    网兜(广州)网络科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 21      广州舒泰生物技术有限公司            NaN  5dba369bd38a3d7423bbc24008u.jpg   \n",
       " 22              华粤集团            NaN  5bfe973174719df0ac992d5703a.png   \n",
       " 23     广东新南方青蒿科技有限公司            NaN  5fd867b2b379773c7f60b1e306u.png   \n",
       " 24               梵蜜琳            NaN  60335ea200e91f04c68d28ad02u.png   \n",
       " 25  安德智建(广州)建筑咨询有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 26    广州泳顺国际货运代理有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 27    深圳市阿浦卡智能科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 28     广州市天誉物业管理有限公司            NaN  5f101b60639c835386712cb306u.png   \n",
       " 29    重庆智飞生物制品股份有限公司          创业板上市  5bfe98cc74719df0ac99819703a.png   \n",
       " 30              广发银行           战略投资  5bfe926074719d9f609a699b03a.png   \n",
       " 31     常相伴(武汉)科技有限公司            NaN  60dc4091cd95e956df590d9d04u.png   \n",
       " 32      广州市智能软件产业研究院            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 33     广州市联银科技信息有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 34        广州沃凡服饰有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 35        广州鲸灵科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 36      广州织点智能科技有限公司             A轮  5cd3f8fc9fae687d4361095904u.png   \n",
       " 37      广州亨通按揭服务有限公司            NaN  61b1f4e8afe5be721cbb2a3606u.jpg   \n",
       " 38         美肌化妆品有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 39        上海坤堃商贸有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " \n",
       "    comp.compId comp.compIndustry                                 comp.link  \\\n",
       " 0      9151767               互联网   https://www.liepin.com/company/9151767/   \n",
       " 1      7912081             计算机软件   https://www.liepin.com/company/7912081/   \n",
       " 2     13420059              IT服务  https://www.liepin.com/company/13420059/   \n",
       " 3      8142995               互联网   https://www.liepin.com/company/8142995/   \n",
       " 4      8025880              医药流通   https://www.liepin.com/company/8025880/   \n",
       " 5      9802313             计算机软件   https://www.liepin.com/company/9802313/   \n",
       " 6     12569735             酒店/民宿  https://www.liepin.com/company/12569735/   \n",
       " 7     12221449             计算机软件  https://www.liepin.com/company/12221449/   \n",
       " 8      9210474                日化   https://www.liepin.com/company/9210474/   \n",
       " 9      9848411          广告/公关/会展   https://www.liepin.com/company/9848411/   \n",
       " 10    13195197              室内娱乐  https://www.liepin.com/company/13195197/   \n",
       " 11     1690796                保险   https://www.liepin.com/company/1690796/   \n",
       " 12    13030271             检测/认证  https://www.liepin.com/company/13030271/   \n",
       " 13    13285875            专业技术服务  https://www.liepin.com/company/13285875/   \n",
       " 14    12913971             机械/设备  https://www.liepin.com/company/12913971/   \n",
       " 15     9813897           在线社交/媒体   https://www.liepin.com/company/9813897/   \n",
       " 16     9848411          广告/公关/会展   https://www.liepin.com/company/9848411/   \n",
       " 17    12998171                体育  https://www.liepin.com/company/12998171/   \n",
       " 18    12666197                银行  https://www.liepin.com/company/12666197/   \n",
       " 19     9133621           云计算/大数据   https://www.liepin.com/company/9133621/   \n",
       " 20    12669101             计算机软件  https://www.liepin.com/company/12669101/   \n",
       " 21     7983719          食品/饮料/酒水   https://www.liepin.com/company/7983719/   \n",
       " 22     8126910              医疗器械   https://www.liepin.com/company/8126910/   \n",
       " 23    12243889                制药  https://www.liepin.com/company/12243889/   \n",
       " 24     9283156                日化   https://www.liepin.com/company/9283156/   \n",
       " 25    12361151            专业技术服务  https://www.liepin.com/company/12361151/   \n",
       " 26    13165185          货运/物流/仓储  https://www.liepin.com/company/13165185/   \n",
       " 27    12685731              人工智能  https://www.liepin.com/company/12685731/   \n",
       " 28    10004235           物业/商业管理  https://www.liepin.com/company/10004235/   \n",
       " 29     8980779                制药   https://www.liepin.com/company/8980779/   \n",
       " 30     5779461                银行   https://www.liepin.com/company/5779461/   \n",
       " 31     9413158           在线社交/媒体   https://www.liepin.com/company/9413158/   \n",
       " 32     9718453             计算机软件   https://www.liepin.com/company/9718453/   \n",
       " 33    13018597            专业技术服务  https://www.liepin.com/company/13018597/   \n",
       " 34    13315985             批发/零售  https://www.liepin.com/company/13315985/   \n",
       " 35    10175343               互联网  https://www.liepin.com/company/10175343/   \n",
       " 36    10040963              人工智能  https://www.liepin.com/company/10040963/   \n",
       " 37    13209927            专业技术服务  https://www.liepin.com/company/13209927/   \n",
       " 38    10275117              金属制品  https://www.liepin.com/company/10275117/   \n",
       " 39    12685115            贸易/进出口  https://www.liepin.com/company/12685115/   \n",
       " \n",
       "    comp.compScale  \n",
       " 0        100-499人  \n",
       " 1        500-999人  \n",
       " 2           1-49人  \n",
       " 3      2000-5000人  \n",
       " 4        100-499人  \n",
       " 5        10000人以上  \n",
       " 6           1-49人  \n",
       " 7          50-99人  \n",
       " 8        500-999人  \n",
       " 9      1000-2000人  \n",
       " 10          1-49人  \n",
       " 11     2000-5000人  \n",
       " 12       100-499人  \n",
       " 13         50-99人  \n",
       " 14       100-499人  \n",
       " 15       10000人以上  \n",
       " 16     1000-2000人  \n",
       " 17          1-49人  \n",
       " 18         50-99人  \n",
       " 19       100-499人  \n",
       " 20                 \n",
       " 21       500-999人  \n",
       " 22       500-999人  \n",
       " 23       100-499人  \n",
       " 24       500-999人  \n",
       " 25          1-49人  \n",
       " 26       100-499人  \n",
       " 27          1-49人  \n",
       " 28          1-49人  \n",
       " 29     2000-5000人  \n",
       " 30    5000-10000人  \n",
       " 31     1000-2000人  \n",
       " 32                 \n",
       " 33       100-499人  \n",
       " 34         50-99人  \n",
       " 35       100-499人  \n",
       " 36       100-499人  \n",
       " 37         50-99人  \n",
       " 38          1-49人  \n",
       " 39                 \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2248871393%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2239483841%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2230128931%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2219946527%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2250622479%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2224012311%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2237876395%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2225716961%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2242779987%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2252579985%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2226309159%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2223372611%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2232399995%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2243560095%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2219703293%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2232844943%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2234314727%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2228225151%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2236439429%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2239184227%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2222252469%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2236439569%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2239395755%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2230892291%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2236633985%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2244100611%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2236427589%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2238059919%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2248861273%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2237990207%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2239101547%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2247375461%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2240769915%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2223916711%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2236885997%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2237894881%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2236885761%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2247474729%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2239045809%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2235050549%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"48871393\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 1   {\"jobId\":\"39483841\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 2   {\"jobId\":\"30128931\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 3   {\"jobId\":\"19946527\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 4   {\"jobId\":\"50622479\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 5   {\"jobId\":\"24012311\",\"recruiterName\":\"古女士\",\"job...   \n",
       " 6   {\"jobId\":\"37876395\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 7   {\"jobId\":\"25716961\",\"recruiterName\":\"邹先生\",\"job...   \n",
       " 8   {\"jobId\":\"42779987\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 9   {\"jobId\":\"52579985\",\"recruiterName\":\"钟女士\",\"job...   \n",
       " 10  {\"jobId\":\"26309159\",\"recruiterName\":\"戴先生\",\"job...   \n",
       " 11  {\"jobId\":\"23372611\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 12  {\"jobId\":\"32399995\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 13  {\"jobId\":\"43560095\",\"recruiterName\":\"卓先生\",\"job...   \n",
       " 14  {\"jobId\":\"19703293\",\"recruiterName\":\"徐女士\",\"job...   \n",
       " 15  {\"jobId\":\"32844943\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 16  {\"jobId\":\"34314727\",\"recruiterName\":\"高先生\",\"job...   \n",
       " 17  {\"jobId\":\"28225151\",\"recruiterName\":\"谭枫\",\"jobK...   \n",
       " 18  {\"jobId\":\"36439429\",\"recruiterName\":\"欧先生\",\"job...   \n",
       " 19  {\"jobId\":\"39184227\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 20  {\"jobId\":\"22252469\",\"recruiterName\":\"雷女士\",\"job...   \n",
       " 21  {\"jobId\":\"36439569\",\"recruiterName\":\"欧先生\",\"job...   \n",
       " 22  {\"jobId\":\"39395755\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 23  {\"jobId\":\"30892291\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 24  {\"jobId\":\"36633985\",\"recruiterName\":\"颜先生\",\"job...   \n",
       " 25  {\"jobId\":\"44100611\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 26  {\"jobId\":\"36427589\",\"recruiterName\":\"欧先生\",\"job...   \n",
       " 27  {\"jobId\":\"38059919\",\"recruiterName\":\"罗女士\",\"job...   \n",
       " 28  {\"jobId\":\"48861273\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 29  {\"jobId\":\"37990207\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 30  {\"jobId\":\"39101547\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 31  {\"jobId\":\"47375461\",\"recruiterName\":\"叶女士\",\"job...   \n",
       " 32  {\"jobId\":\"40769915\",\"recruiterName\":\"田女士\",\"job...   \n",
       " 33  {\"jobId\":\"23916711\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 34  {\"jobId\":\"36885997\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 35  {\"jobId\":\"37894881\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 36  {\"jobId\":\"36885761\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 37  {\"jobId\":\"47474729\",\"recruiterName\":\"谢女士\",\"job...   \n",
       " 38  {\"jobId\":\"39045809\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 39  {\"jobId\":\"35050549\",\"recruiterName\":\"王先生\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0                          [面销, 渠道销售, 会展销售, 直销, 网络销售]  48871393       6-10k   \n",
       " 1                                              [贸易跟单]  39483841        4-5k   \n",
       " 2                                              [系统运维]  30128931        3-5k   \n",
       " 3                                               [C++]  19946527       4-12k   \n",
       " 4                                              [教育行业]  50622479        5-8k   \n",
       " 5                         [渠道销售, 企业端销售, 自带客户资源, 华南市场]  24012311        3-7k   \n",
       " 6                                   [电销, 酒水销售, 快消品销售]  37876395      10-15k   \n",
       " 7                               [医药相关, 处方药零售市场, 医药推广]  25716961  10-14k·13薪   \n",
       " 8                                              [网络设备]  42779987        6-8k   \n",
       " 9                            [电商运营, 网店运营, 天猫平台, 京东平台]  52579985       6-10k   \n",
       " 10                                             [市场营销]  26309159       8-12k   \n",
       " 11                                       [市场营销, 线上推广]  23372611        3-4k   \n",
       " 12                                       [web端, 商业产品]  32399995        3-5k   \n",
       " 13                           [沟通, 主动学习, 乐观, 为人着想, 专业]  43560095   6-10k·13薪   \n",
       " 14                                                 []  19703293       5-10k   \n",
       " 15                                                 []  32844943        3-7k   \n",
       " 16                                                 []  34314727        6-8k   \n",
       " 17                                            [应届生优先]  28225151       6-10k   \n",
       " 18                                        [BD经理，地推，陌]  36439429       8-13k   \n",
       " 19                                                 []  39184227       9-10k   \n",
       " 20                                             [美业行业]  22252469      12-17k   \n",
       " 21                                            [地推、陌拜]  36439569       8-13k   \n",
       " 22                                       [销售专员, 销售助理]  39395755      20-30k   \n",
       " 23                           [外呼客服, 电话客服, 售后客服, 在线客服]  30892291        5-8k   \n",
       " 24                                   [地推销售, 陌拜, 市场推广]  36633985       8-13k   \n",
       " 25                                                 []  44100611       7-11k   \n",
       " 26                                       [地推，陌拜，to B]  36427589       8-12k   \n",
       " 27     [销售岗招聘, 课程顾问, 销售管培, 高级销售顾问, 教育咨询顾问, 网络销售, 实习生]  38059919       8-12k   \n",
       " 28                                                 []  48861273       5-10k   \n",
       " 29                               [信贷经理, 金融产品, 销售, 银行]  37990207        5-9k   \n",
       " 30                                        [数据产品, 移动端]  39101547       8-12k   \n",
       " 31                                              [金融业]  47375461       8-12k   \n",
       " 32                                                 []  40769915        4-6k   \n",
       " 33                           [产品策划, 产品开发, 市场营销, 数据分析]  23916711       8-12k   \n",
       " 34  [电销, 销售经理, 销售主管, 销售专员, 销售岗招聘, 大客户代表, 大客户销售, 渠道...  36885997       8-13k   \n",
       " 35                                                 []  37894881        5-8k   \n",
       " 36               [电销, 网络销售, 销售支持, 渠道销售, 销售专员, 招商, 餐饮]  36885761       8-13k   \n",
       " 37                                                 []  47474729        4-5k   \n",
       " 38                                         [饮品师, 奶茶师]  39045809        3-5k   \n",
       " 39                                                 []  35050549       6-11k   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob            job.title job.refreshTime  ...  \\\n",
       " 0       广州           2       False              大客户销售专员  20220422153708  ...   \n",
       " 1       广州           2       False               外贸英语跟单  20210525143526  ...   \n",
       " 2   广州-黄埔区           2       False         技术工程师（应届毕业生）  20200728184739  ...   \n",
       " 3   广州-黄埔区           2       False             ios开发工程师  20210810095251  ...   \n",
       " 4   广州-黄埔区           2       False                 销售主管  20220623160121  ...   \n",
       " 5   广州-越秀区           2       False              网络/在线销售  20191010145325  ...   \n",
       " 6   广州-白云区           2       False                 电话销售  20210407112725  ...   \n",
       " 7       广州           2       False         区域零售推广经理（广州）  20200312180001  ...   \n",
       " 8   广州-海珠区           2       False              网络系统管理员  20210901095626  ...   \n",
       " 9   广州-越秀区           2       False                 电商运营  20220914173239  ...   \n",
       " 10      广州           2       False             医药学术推广经理  20200228085916  ...   \n",
       " 11      广州           2       False              产品专员/助理  20190912120818  ...   \n",
       " 12      广州           2       False              产品专员/助理  20201006120056  ...   \n",
       " 13  广州-白云区           2       False             临床试验招募专员  20210926143724  ...   \n",
       " 14  广州-增城区           2       False            亚马逊外贸包包设计  20190522112741  ...   \n",
       " 15      广州           2       False              互联网产品专员  20201022155417  ...   \n",
       " 16  广州-越秀区           2       False               客户服务顾问  20210409152426  ...   \n",
       " 17  广州-越秀区           2       False                 市场经理  20200518082211  ...   \n",
       " 18      广州           2       False                 BD经理  20210302113657  ...   \n",
       " 19      广州           2       False               医药学术推广  20211230094813  ...   \n",
       " 20      广州           2       False                 品牌经理  20190808213243  ...   \n",
       " 21      广州           2       False  BD经理（高薪招聘共享充电宝推广专员）  20210302113818  ...   \n",
       " 22      广州           2       False               销售专员双休  20210521183601  ...   \n",
       " 23  广州-越秀区           2       False                 客服专员  20200817150320  ...   \n",
       " 24      广州           2       False                 销售bd  20210305134224  ...   \n",
       " 25  广州-天河区           2       False                金融实习生  20211020105537  ...   \n",
       " 26      广州           2       False                 销售bd  20210302113453  ...   \n",
       " 27      广州           2       False                 课程顾问  20210507100948  ...   \n",
       " 28  广州-天河区           2       False                金融实习生  20220413095236  ...   \n",
       " 29      广州           2       False           信贷经理+高薪+包住  20210409162756  ...   \n",
       " 30      广州           2       False                 团队助理  20210513111939  ...   \n",
       " 31  广州-天河区           2       False       高薪金融顾问（可接受毕业生）  20220223140628  ...   \n",
       " 32  广州-白云区           2       False            教育行业-招生专员  20210706125112  ...   \n",
       " 33  广州-天河区           2       False              产品专员/助理  20191007174338  ...   \n",
       " 34      广州           2       False                 销售专员  20210311100121  ...   \n",
       " 35      广州           2       False                 校园代理  20210407160002  ...   \n",
       " 36      广州           2       False                 电话销售  20210311095929  ...   \n",
       " 37  广州-黄埔区           2       False               售前技术支持  20220228114850  ...   \n",
       " 38      广州           2       False                茶饮调茶师  20211228143618  ...   \n",
       " 39      广州           2       False                 学术经理  20210113113525  ...   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   f7797c4570f0f9ae8312a2c9d2edf53f                    2   \n",
       " 1   caeffd537b46dab6e3a362ce23913155                    2   \n",
       " 2   48e2efc019786ea49941166e65ebdb6f                    2   \n",
       " 3   385adfe87813eb6cc94f4d0c9b7b96ae                    2   \n",
       " 4   0ca3222596b438e6e72b2bd2fb5ab3f4                    2   \n",
       " 5   6ea9b3cde7143eca4a7a04e7d95591ea                    2   \n",
       " 6   be1813978f469539f4067025f1d6ce6f                    2   \n",
       " 7   f07d0039bf4557fc1837546e45eb3a29                    2   \n",
       " 8   ee31b0b3cecd7e2b9b730e23f2bd8f83                    2   \n",
       " 9   c72e4d69d134b198f4d86ae938b4bcb8                    2   \n",
       " 10  22a1f55af7ddffe83417a188cf69ded9                    2   \n",
       " 11  e1e667a6ac7c2de43eae059a38e31609                    2   \n",
       " 12  f48e295e8a6f944bee7b65a82243fe9b                    2   \n",
       " 13  22bc8b7279256ce3e358a4dcf6ef85b9                    2   \n",
       " 14  95533f1fb11a178d8d1ff84e0a6c6898                    2   \n",
       " 15  836c6d187c187a22ad8732728d6065d6                    2   \n",
       " 16  5e1f06efef1c0438d6a9d1214a39013b                    2   \n",
       " 17  ab9c2c01aa75e60e1837546e45eb3a29                    2   \n",
       " 18  4029b03130e209026bc971ec2e264ed1                    2   \n",
       " 19  681045dea58f0ebe0e33f8ac54fbf39e                    2   \n",
       " 20  3b459a307b4bbec0c1bd2b3e9fec8144                    2   \n",
       " 21  4029b03130e209026bc971ec2e264ed1                    2   \n",
       " 22  44d81691e95c343204612e645251413c                    2   \n",
       " 23  9f62e20a40be2e27937a45d7910778f0                    2   \n",
       " 24  5038d0eeeef04c564036597854bcf58c                    2   \n",
       " 25  d4be01adfd41d2b8ebd994a81266b45f                    2   \n",
       " 26  4029b03130e209026bc971ec2e264ed1                    2   \n",
       " 27  384fe114c29fa16a67766a03c68ce883                    2   \n",
       " 28  c05cd1fea66bba4fae346a0da086e4d3                    2   \n",
       " 29  7f2c822180400b5fee7b65a82243fe9b                    2   \n",
       " 30  c9c63088e7a2c1320e33f8ac54fbf39e                    2   \n",
       " 31  81362d28fa386c6ac067c3652d466d24                    2   \n",
       " 32  a6432b8adc7bf1cc8000f44221d775b3                    2   \n",
       " 33  79832328b2130a0bd6a9d1214a39013b                    2   \n",
       " 34  bd08862b500737229f90a7bcfdb96d0e                    2   \n",
       " 35  ffbfc4eb0fce4320be3900059d28d9fd                    2   \n",
       " 36  bd08862b500737229f90a7bcfdb96d0e                    2   \n",
       " 37  b675c593b5067b567ea58b95d93937d7                    2   \n",
       " 38  0f653bab10c7c38d5d887c62117912b0                    2   \n",
       " 39  fc86dc6020e5655aa9f0273dd33fa30b                    2   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0   5f8f986779c7cc70efbf36c008u.jpg          融资未公开   \n",
       " 1   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 2   5f8f986779c7cc70efbf36c008u.jpg          融资未公开   \n",
       " 3   5b0ba3f38e505b1bf47b785904a.png            天使轮   \n",
       " 4   63417bed67d47138decffc8308u.png            NaN   \n",
       " 5   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 6   606d4005f8ab5e0b0e604b2902u.png            NaN   \n",
       " 7   561b260245cef4b8c70f78e404a.jpg            NaN   \n",
       " 8   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 9   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 10  5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 11  5f8f986c79c7cc70efbf36c808u.jpg            NaN   \n",
       " 12  5f8f986aea60860b75384fab08u.jpg            NaN   \n",
       " 13  5f8f98698dbe6273dcf8516008u.jpg          融资未公开   \n",
       " 14  5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 15  5f912658f6d1ab5847702c7503u.png          融资未公开   \n",
       " 16  5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 17  5f8f98698dbe6273dcf8516008u.jpg            NaN   \n",
       " 18  606536ccbb0e210e47cbc5bd05u.png             B轮   \n",
       " 19  5f8f986aea60860b75384fab08u.jpg            NaN   \n",
       " 20  5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 21  606536ccbb0e210e47cbc5bd05u.png             B轮   \n",
       " 22  5f8f986c79c7cc70efbf36c808u.jpg            NaN   \n",
       " 23  5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 24  5f8f986aea60860b75384fab08u.jpg             B轮   \n",
       " 25  5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 26  606536ccbb0e210e47cbc5bd05u.png             B轮   \n",
       " 27  6073bf380bbd4a71d218e59208u.png          融资未公开   \n",
       " 28  5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 29  60700e9f7baa0914aaf5abeb03u.png            NaN   \n",
       " 30  609c901d2aedce282686d4c903u.png            NaN   \n",
       " 31  622b0c6f81a14b00fe472ef308u.png            NaN   \n",
       " 32  5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 33  5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 34  603366a555c9263d91d5789803u.png            NaN   \n",
       " 35  606d5f09a2f7110a6a343b5905u.png            NaN   \n",
       " 36  603366a555c9263d91d5789803u.png            NaN   \n",
       " 37  5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 38  5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 39  5ffe69044e366123583e427403u.png            已上市   \n",
       " \n",
       "                        comp.compLogo comp.compId     comp.compName  \\\n",
       " 0    61b07937d0458d53c627567e02u.jpg    12826459       广州莱宝硅材料有限公司   \n",
       " 1    61b07937d0458d53c627567e02u.jpg     9556737       广州昂霓思贸易有限公司   \n",
       " 2    61b07937d0458d53c627567e02u.jpg     8252281      广东三品软件科技有限公司   \n",
       " 3    5b8e216f8e50a3257f3a4e9b04a.png     9666271      广州悦微信息技术有限公司   \n",
       " 4    614294594794fb369e067f3b03u.png     9762935              远智教育   \n",
       " 5    61b07937d0458d53c627567e02u.jpg    10214765        广州启航健身有限公司   \n",
       " 6    61b07937d0458d53c627567e02u.jpg    12676827           青岛酒连罐酒业   \n",
       " 7    5bfea4c574719d2aa34cc95703a.png     8492281              康哲药业   \n",
       " 8   5edf0ffaec4db462f834a6dc03u.jpeg     8370991        富利建设集团有限公司   \n",
       " 9    61a150321bd4fb704eb093e508u.jpg    13300235       广州市琳创贸易有限公司   \n",
       " 10   5de86e43cd52473b94f0de6e07u.png     9963205            科兴生物制药   \n",
       " 11   5bfea37674719d2aa34c8aab03a.png     8743268     广州市白云区富强美容仪器厂   \n",
       " 12   61b07937d0458d53c627567e02u.jpg    12422279       广州艾惠曼贸易有限公司   \n",
       " 13   61b07937d0458d53c627567e02u.jpg    12853101     广州驭希然医药科技有限公司   \n",
       " 14   61b07937d0458d53c627567e02u.jpg     9337079    广州长弓浪博网络科技有限公司   \n",
       " 15   61b07937d0458d53c627567e02u.jpg     8827445    广州萨卡个人形象设计有限公司   \n",
       " 16   5bfe9d3c74719d2aa34b585403a.png     1690796          平安人寿电销广州   \n",
       " 17   61231f42e854ed4c2754790d03u.png    12168207    华夏银行股份有限公司广州分行   \n",
       " 18   61b07937d0458d53c627567e02u.jpg    12351705      街电科技(海南)有限公司   \n",
       " 19   61b07937d0458d53c627567e02u.jpg    12528883  北京阿特利康医疗科技有限责任公司   \n",
       " 20   61b07937d0458d53c627567e02u.jpg    10146383      广州博茹生物科技有限公司   \n",
       " 21   61b07937d0458d53c627567e02u.jpg    12351705      街电科技(海南)有限公司   \n",
       " 22   61b07937d0458d53c627567e02u.jpg    12755233      广州晓融信息科技有限公司   \n",
       " 23   61b07937d0458d53c627567e02u.jpg    12151715       广州名将门科技有限公司   \n",
       " 24   5c1b06194e50bc5877ede97102u.jpg     9207321        深圳街电科技有限公司   \n",
       " 25   61b07937d0458d53c627567e02u.jpg    12972227      广州融趣信用担保有限公司   \n",
       " 26   61b07937d0458d53c627567e02u.jpg    12351705      街电科技(海南)有限公司   \n",
       " 27   61b07937d0458d53c627567e02u.jpg     9763133              尚德教育   \n",
       " 28   61b07937d0458d53c627567e02u.jpg     9141592      广州冠誉按揭代理有限公司   \n",
       " 29   61b07937d0458d53c627567e02u.jpg    12682817    广州优贷普惠企业管理有限公司   \n",
       " 30   5ae2c3a98e50ff6eb706c06405a.jpg     8180839     广州市江河信息科技有限公司   \n",
       " 31   61b07937d0458d53c627567e02u.jpg    12801191      广东有策信息咨询有限公司   \n",
       " 32   61b07937d0458d53c627567e02u.jpg    12823117  广州伯牙国际文化传播集团有限公司   \n",
       " 33   61b07937d0458d53c627567e02u.jpg    10217091    广州贝安智能安防科技有限公司   \n",
       " 34   61b07937d0458d53c627567e02u.jpg    12619873      广州九域品牌运营有限公司   \n",
       " 35   61b07937d0458d53c627567e02u.jpg    12677317      广东暨才投资管理有限公司   \n",
       " 36   61b07937d0458d53c627567e02u.jpg    12619873      广州九域品牌运营有限公司   \n",
       " 37   61b07937d0458d53c627567e02u.jpg    13131745       广州市紫霞科技有限公司   \n",
       " 38   61b07937d0458d53c627567e02u.jpg    12500019  荭人荭铺(广州)品牌管理有限公司   \n",
       " 39   5acec2598e50555968c4f24304a.png     9262959      山西振东制药股份有限公司   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \n",
       " 0   https://www.liepin.com/company/12826459/          1-49人            贸易/进出口  \n",
       " 1    https://www.liepin.com/company/9556737/          1-49人            贸易/进出口  \n",
       " 2    https://www.liepin.com/company/8252281/         50-99人             计算机软件  \n",
       " 3    https://www.liepin.com/company/9666271/          1-49人               互联网  \n",
       " 4    https://www.liepin.com/company/9762935/     1000-2000人              培训服务  \n",
       " 5   https://www.liepin.com/company/10214765/          1-49人             批发/零售  \n",
       " 6   https://www.liepin.com/company/12676827/         50-99人             批发/零售  \n",
       " 7    https://www.liepin.com/company/8492281/     2000-5000人                制药  \n",
       " 8    https://www.liepin.com/company/8370991/     1000-2000人           房地产开发经营  \n",
       " 9   https://www.liepin.com/company/13300235/          1-49人              电子商务  \n",
       " 10   https://www.liepin.com/company/9963205/     1000-2000人                制药  \n",
       " 11   https://www.liepin.com/company/8743268/       100-499人              医疗机构  \n",
       " 12  https://www.liepin.com/company/12422279/          1-49人             批发/零售  \n",
       " 13  https://www.liepin.com/company/12853101/          1-49人               NaN  \n",
       " 14   https://www.liepin.com/company/9337079/          1-49人            贸易/进出口  \n",
       " 15   https://www.liepin.com/company/8827445/                             培训服务  \n",
       " 16   https://www.liepin.com/company/1690796/     2000-5000人                保险  \n",
       " 17  https://www.liepin.com/company/12168207/     1000-2000人                银行  \n",
       " 18  https://www.liepin.com/company/12351705/     2000-5000人             计算机软件  \n",
       " 19  https://www.liepin.com/company/12528883/          1-49人            专业技术服务  \n",
       " 20  https://www.liepin.com/company/10146383/          1-49人             酒店/民宿  \n",
       " 21  https://www.liepin.com/company/12351705/     2000-5000人             计算机软件  \n",
       " 22  https://www.liepin.com/company/12755233/         50-99人              科技金融  \n",
       " 23  https://www.liepin.com/company/12151715/          1-49人            专业技术服务  \n",
       " 24   https://www.liepin.com/company/9207321/     2000-5000人           生活服务O2O  \n",
       " 25  https://www.liepin.com/company/12972227/       100-499人          担保/拍卖/典当  \n",
       " 26  https://www.liepin.com/company/12351705/     2000-5000人             计算机软件  \n",
       " 27   https://www.liepin.com/company/9763133/         50-99人              培训服务  \n",
       " 28   https://www.liepin.com/company/9141592/       100-499人                银行  \n",
       " 29  https://www.liepin.com/company/12682817/         50-99人            专业技术服务  \n",
       " 30   https://www.liepin.com/company/8180839/       100-499人              通信设备  \n",
       " 31  https://www.liepin.com/company/12801191/       100-499人               互联网  \n",
       " 32  https://www.liepin.com/company/12823117/          1-49人            专业技术服务  \n",
       " 33  https://www.liepin.com/company/10217091/                           专业技术服务  \n",
       " 34  https://www.liepin.com/company/12619873/       100-499人               NaN  \n",
       " 35  https://www.liepin.com/company/12677317/         50-99人          基金/证券/期货  \n",
       " 36  https://www.liepin.com/company/12619873/       100-499人               NaN  \n",
       " 37  https://www.liepin.com/company/13131745/          1-49人            专业技术服务  \n",
       " 38  https://www.liepin.com/company/12500019/         50-99人               NaN  \n",
       " 39   https://www.liepin.com/company/9262959/     2000-5000人                制药  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 9   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 10  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 11  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 12  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 13  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 14  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 15  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 16  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 17  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 18  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 19  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 20  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 21  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 22  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 23  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 24  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 25  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 26  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 27  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 28  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 29  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 30  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 31  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 32  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 33  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 34  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 35  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 36  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 37  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 38  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 39  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " \n",
       "                                            dataParams      comp.compName  \\\n",
       " 0   {\"jobId\":\"43473395\",\"userId\":\"075c8dab39320eb6...     广州琅虹建筑工程咨询有限公司   \n",
       " 1   {\"jobId\":\"24087821\",\"userId\":\"35841bc345509622...       广州星驰智能科技有限公司   \n",
       " 2   {\"jobId\":\"25443235\",\"userId\":\"c2970a83b7f8b687...      广州市微客传媒科技有限公司   \n",
       " 3   {\"jobId\":\"39555611\",\"userId\":\"22eedc62e6eb8904...               松子汽融   \n",
       " 4   {\"jobId\":\"39601197\",\"userId\":\"bf867c16d0a28aca...     广州市融则通企业顾问有限公司   \n",
       " 5   {\"jobId\":\"57983271\",\"userId\":\"8d90c26ed477481c...       即能科技(广州)有限公司   \n",
       " 6   {\"jobId\":\"55858727\",\"userId\":\"7ee7f833633eda5a...     北京华图宏阳网络科技有限公司   \n",
       " 7   {\"jobId\":\"20278417\",\"userId\":\"ba85c13db0f5609d...               飒特红外   \n",
       " 8   {\"jobId\":\"22107985\",\"userId\":\"63081e5e1788a74c...     广州漫友文化科技发展有限公司   \n",
       " 9   {\"jobId\":\"46190881\",\"userId\":\"0a0aa55ad45c4db0...       广州普瑞生物科技有限公司   \n",
       " 10  {\"jobId\":\"56732087\",\"userId\":\"eb1ba16168084c7f...         康合慢病防治研究中心   \n",
       " 11  {\"jobId\":\"41406229\",\"userId\":\"b1b0403e783ee7a8...  中企动力科技股份有限公司广州分公司   \n",
       " 12  {\"jobId\":\"54354353\",\"userId\":\"2e753345e76d2d01...         广东丹利科技有限公司   \n",
       " 13  {\"jobId\":\"52402405\",\"userId\":\"8e9771db5288bccb...   广州博牛私募证券投资管理有限公司   \n",
       " 14  {\"jobId\":\"50779169\",\"userId\":\"88764bb6ef337096...                 威胜   \n",
       " 15  {\"jobId\":\"25531855\",\"userId\":\"ade4ad044592a1d4...               虹科电子   \n",
       " 16  {\"jobId\":\"51362605\",\"userId\":\"5b12d47a31de6d67...               广州普同   \n",
       " 17  {\"jobId\":\"56642771\",\"userId\":\"1b9329c600dd5f2b...                 张裕   \n",
       " 18  {\"jobId\":\"50295889\",\"userId\":\"ef8d296204512c67...        深圳市舒特帐篷有限公司   \n",
       " 19  {\"jobId\":\"38175787\",\"userId\":\"339fceb1e0b0129a...       成都品客渝成服饰有限公司   \n",
       " 20  {\"jobId\":\"33725575\",\"userId\":\"2e753345e76d2d01...         广东丹利科技有限公司   \n",
       " 21  {\"jobId\":\"51510067\",\"userId\":\"8c2374af0682b9fa...         广州浙杭叉车有限公司   \n",
       " 22  {\"jobId\":\"41484367\",\"userId\":\"1e48f81c605b1957...  中企动力科技股份有限公司广州分公司   \n",
       " 23  {\"jobId\":\"39411669\",\"userId\":\"a4ea9ae09b0f34bd...    智昌(广东)新材料股份有限公司   \n",
       " 24  {\"jobId\":\"40115481\",\"userId\":\"354cd5c545f1c082...  中企动力科技股份有限公司广州分公司   \n",
       " 25  {\"jobId\":\"52204125\",\"userId\":\"a4284da678aa5c02...          广州锋达硅胶制品厂   \n",
       " 26  {\"jobId\":\"29049989\",\"userId\":\"90f1b604def1013e...         宝泉钱币投资有限公司   \n",
       " 27  {\"jobId\":\"18325075\",\"userId\":\"bbe58f2a371e2903...               华测检测   \n",
       " 28  {\"jobId\":\"25490779\",\"userId\":\"c0170c61e24e69ea...        广州市烽鑫鞋业有限公司   \n",
       " 29  {\"jobId\":\"24946333\",\"userId\":\"aed9b616284a985c...      广州市博越体育用品有限公司   \n",
       " 30  {\"jobId\":\"29416485\",\"userId\":\"9db1d8eda5edc687...     广州佳满钣金机柜设备有限公司   \n",
       " 31  {\"jobId\":\"39878027\",\"userId\":\"1a36dc9b3fb10fc8...  中企动力科技股份有限公司广州分公司   \n",
       " 32  {\"jobId\":\"48719651\",\"userId\":\"e608f52af1c19b30...     上海华鑫众成农业发展有限公司   \n",
       " 33  {\"jobId\":\"39109415\",\"userId\":\"c00c271a0ded67f1...         广州闻青服饰有限公司   \n",
       " 34  {\"jobId\":\"37879867\",\"userId\":\"8a6969ab28619a46...      广州市中耀化工科技有限公司   \n",
       " 35  {\"jobId\":\"57253433\",\"userId\":\"e8d13b96e805aa59...               时代天使   \n",
       " 36  {\"jobId\":\"52768987\",\"userId\":\"5ac527bc17005f16...       广东天禾农资股份有限公司   \n",
       " 37  {\"jobId\":\"42581823\",\"userId\":\"0ea267c7ec1d975a...     强生(上海)医疗器材有限公司   \n",
       " 38  {\"jobId\":\"53139169\",\"userId\":\"5f35720a8f2fe421...       香港澳科汽车配件有限公司   \n",
       " 39  {\"jobId\":\"53315781\",\"userId\":\"616842924a011c84...            智达InLab   \n",
       " \n",
       "    comp.compIndustry  comp.compId                    comp.compLogo  \\\n",
       " 0             专业技术服务     12813463  61b07937d0458d53c627567e02u.jpg   \n",
       " 1                新零售     10223523  5dd4cffccd52473b94d4151105u.jpg   \n",
       " 2                新零售     10289095  5dff7918cd52473b94122e3e06u.jpg   \n",
       " 3                 银行     12666197  61b07937d0458d53c627567e02u.jpg   \n",
       " 4                 银行     12766011  61b07937d0458d53c627567e02u.jpg   \n",
       " 5             专业技术服务      9283329  59dc78457832e11b880f044c05a.png   \n",
       " 6                互联网      8044714  5bfe934174719d9f609a956103a.png   \n",
       " 7        电子/半导体/集成电路      3749818  5bfe9fac74719d2aa34bd10403a.png   \n",
       " 8           广播/影视/录音      1550217  5bfe903a74719d35745a985303a.png   \n",
       " 9               培训服务     12511037  61b07937d0458d53c627567e02u.jpg   \n",
       " 10              医疗机构      8722676  5ce4f613d3ced448645c698601u.png   \n",
       " 11               互联网      8038840  5bfe9ec674719d2aa34ba3fd03a.png   \n",
       " 12              医疗器械      9814923  5da41497bf6c9008d9884e8206u.jpg   \n",
       " 13          基金/证券/期货      9960869  6285b8a8d8bf7b06f247da1a08u.png   \n",
       " 14               物联网      3244042  5bfe9c1e74719df0ac9a26a503a.png   \n",
       " 15       电子/半导体/集成电路     10100071  636c58cab0584d3582259bbe08u.png   \n",
       " 16           电气机械/器材     12472449  61b07937d0458d53c627567e02u.jpg   \n",
       " 17          食品/饮料/酒水      7885730  5bfe97f474719df0ac9955ba03a.png   \n",
       " 18            贸易/进出口      8371812  5bfe9a9b74719df0ac99dd1103a.png   \n",
       " 19             批发/零售     12685913  61b07937d0458d53c627567e02u.jpg   \n",
       " 20              医疗器械      9814923  5da41497bf6c9008d9884e8206u.jpg   \n",
       " 21             机械/设备     13281735  61985bc307d5d21920a926b108u.jpg   \n",
       " 22               互联网      8038840  5bfe9ec674719d2aa34ba3fd03a.png   \n",
       " 23             机械/设备     12608811  61b07937d0458d53c627567e02u.jpg   \n",
       " 24               互联网      8038840  5bfe9ec674719d2aa34ba3fd03a.png   \n",
       " 25              金属制品     13303327  61b07937d0458d53c627567e02u.jpg   \n",
       " 26             珠宝/首饰      7888238  5bfea60874719d2aa34cf0be03a.png   \n",
       " 27             检测/认证      8525517  59675225703287e466d57d1606a.jpg   \n",
       " 28          服装/纺织/皮革     12001233  61b07937d0458d53c627567e02u.jpg   \n",
       " 29             批发/零售     10266149  61b07937d0458d53c627567e02u.jpg   \n",
       " 30           电气机械/器材     12287191  61b07937d0458d53c627567e02u.jpg   \n",
       " 31               互联网      8038840  5bfe9ec674719d2aa34ba3fd03a.png   \n",
       " 32             批发/零售     12919661  61b07937d0458d53c627567e02u.jpg   \n",
       " 33               NaN     12740181  61b07937d0458d53c627567e02u.jpg   \n",
       " 34            贸易/进出口     12248877  61b07937d0458d53c627567e02u.jpg   \n",
       " 35              医疗器械      7883743  5bfe972e74719df0ac992cbc03a.png   \n",
       " 36           农/林/牧/渔     12728593  609deb825a3de804a09f940504u.png   \n",
       " 37              医疗器械      8645958  5bfe904474719d35745a9a4103a.png   \n",
       " 38               NaN     12834161  61b07937d0458d53c627567e02u.jpg   \n",
       " 39       电子/半导体/集成电路      9727237  620e1f66ff4b2476d33072f306u.png   \n",
       " \n",
       "    comp.compScale                                 comp.link  \\\n",
       " 0          50-99人  https://www.liepin.com/company/12813463/   \n",
       " 1          50-99人  https://www.liepin.com/company/10223523/   \n",
       " 2           1-49人  https://www.liepin.com/company/10289095/   \n",
       " 3          50-99人  https://www.liepin.com/company/12666197/   \n",
       " 4           1-49人  https://www.liepin.com/company/12766011/   \n",
       " 5           1-49人   https://www.liepin.com/company/9283329/   \n",
       " 6        100-499人   https://www.liepin.com/company/8044714/   \n",
       " 7        100-499人   https://www.liepin.com/company/3749818/   \n",
       " 8        100-499人   https://www.liepin.com/company/1550217/   \n",
       " 9           1-49人  https://www.liepin.com/company/12511037/   \n",
       " 10       100-499人   https://www.liepin.com/company/8722676/   \n",
       " 11       100-499人   https://www.liepin.com/company/8038840/   \n",
       " 12       100-499人   https://www.liepin.com/company/9814923/   \n",
       " 13         50-99人   https://www.liepin.com/company/9960869/   \n",
       " 14     2000-5000人   https://www.liepin.com/company/3244042/   \n",
       " 15         50-99人  https://www.liepin.com/company/10100071/   \n",
       " 16         50-99人  https://www.liepin.com/company/12472449/   \n",
       " 17     2000-5000人   https://www.liepin.com/company/7885730/   \n",
       " 18         50-99人   https://www.liepin.com/company/8371812/   \n",
       " 19          1-49人  https://www.liepin.com/company/12685913/   \n",
       " 20       100-499人   https://www.liepin.com/company/9814923/   \n",
       " 21    5000-10000人  https://www.liepin.com/company/13281735/   \n",
       " 22       100-499人   https://www.liepin.com/company/8038840/   \n",
       " 23         50-99人  https://www.liepin.com/company/12608811/   \n",
       " 24       100-499人   https://www.liepin.com/company/8038840/   \n",
       " 25          1-49人  https://www.liepin.com/company/13303327/   \n",
       " 26       100-499人   https://www.liepin.com/company/7888238/   \n",
       " 27       10000人以上   https://www.liepin.com/company/8525517/   \n",
       " 28          1-49人  https://www.liepin.com/company/12001233/   \n",
       " 29          1-49人  https://www.liepin.com/company/10266149/   \n",
       " 30         50-99人  https://www.liepin.com/company/12287191/   \n",
       " 31       100-499人   https://www.liepin.com/company/8038840/   \n",
       " 32         50-99人  https://www.liepin.com/company/12919661/   \n",
       " 33          1-49人  https://www.liepin.com/company/12740181/   \n",
       " 34          1-49人  https://www.liepin.com/company/12248877/   \n",
       " 35     1000-2000人   https://www.liepin.com/company/7883743/   \n",
       " 36     2000-5000人  https://www.liepin.com/company/12728593/   \n",
       " 37     2000-5000人   https://www.liepin.com/company/8645958/   \n",
       " 38                 https://www.liepin.com/company/12834161/   \n",
       " 39          1-49人   https://www.liepin.com/company/9727237/   \n",
       " \n",
       "                                            job.labels           job.title  \\\n",
       " 0                            [商业地产, 拓展培训, 客户管理, 渠道销售]                销售顾问   \n",
       " 1                                           [地推经验，讲师]           市场产品专员/助理   \n",
       " 2                                                  []           市场产品专员/助理   \n",
       " 3                                              [金融产品]  车抵贷大客户经理（提成1.7%左右）   \n",
       " 4                                              [金融产品]                销售助理   \n",
       " 5   [数字化咨询, 战略咨询, 数据分析, 营销管理咨询, 运营管理咨询, 品牌咨询, 企管咨询...          数字化创新咨询实习生   \n",
       " 6             [学科类, 教师课程, 成人教育, 讲师, 线上授课, 线下授课, 集体授课]          招教培训讲师（双休）   \n",
       " 7           [销售管理, 消费电子, 电子/半导体, 市场洞察, 渠道销售, 电子产品及配件]                销售代表   \n",
       " 8                                                  []              图书发行助理   \n",
       " 9                              [医院, 渠道销售, 客户管理, 销售管理]            医疗器械销售代表   \n",
       " 10                                                 []         医学产品研发（应届生）   \n",
       " 11                                    [电话销售, 上门拜访/面销]                销售代表   \n",
       " 12  [药品/医疗器械销售, 大客户销售, 区域销售, 市场营销, 渠道销售, 电话销售, 网络销...            医疗器械销售代表   \n",
       " 13                                 [量化交易, 量化基金, 量化策略]           量化研究员-实习生   \n",
       " 14                                 [硬件调试, 硬件维护, 硬件测试]         技术支持工程师（广东）   \n",
       " 15                                       [策略产品, 产品优化]              产品拓展专员   \n",
       " 16                                             [网络推广]              网络推广助理   \n",
       " 17                       [烟酒, 客户管理, 渠道销售, to B, 区域销售]         中低销售经理/访销经理   \n",
       " 18                                [结构工程, 建筑设计, 钢结构工程]             篷房工程设计师   \n",
       " 19                                             [生产管理]       文员、买手助理、设计师助理   \n",
       " 20  [药品/医疗器械销售, 大客户销售, 区域销售, 市场营销, 渠道销售, 电话销售, 网络销...                销售代表   \n",
       " 21                                   [销售管理, 不出差,  配车]                销售代表   \n",
       " 22                      [销售, 销售顾问, 客户代表, 互联网, 电销, 面销]                销售顾问   \n",
       " 23                                       [生产管理, 生产跟单]                跟单文员   \n",
       " 24                       [电话销售, 软件销售, 上门拜访/面销, 大客户销售]                销售代表   \n",
       " 25                                            [生产操作员]              油压机操作员   \n",
       " 26                                   [渠道销售, 营销推广, 区域]                渠道销售   \n",
       " 27                                   [农业, 团队管理, 客户管理]         销售经理（农产品检测）   \n",
       " 28                                      [生产跟单, 有鞋厂经验]                生产跟单   \n",
       " 29                                       [沟通技巧, 生产跟单]               业务跟单员   \n",
       " 30                                             [生产管理]                生产跟单   \n",
       " 31                             [电话销售, 大客户销售, 上门拜访/面销]                销售代表   \n",
       " 32                                       [提供住宿, 有年终奖]                销售助理   \n",
       " 33                                             [生产跟单]                生产跟单   \n",
       " 34                                             [销售运营]              项目销售经理   \n",
       " 35                                                 []      口腔产品销售及运营专员/经理   \n",
       " 36  [客户管理, 农业, 市场洞察, 化工行业, 销售管理, 经济学, 区域销售, 渠道销售, ...          销售经理（化工产品）   \n",
       " 37                             [医疗器材销售, 医疗耗材销售, 医药代表]    （高级）产品技术专员\\大客户经理   \n",
       " 38               [平台运营, 电商运营, 电子商务, 数据运营, 产品运营, 策略运营]         跨境电商运营助理实习生   \n",
       " 39                                           [化学, 生物]             仪器销售工程师   \n",
       " \n",
       "     ...  job.requireEduLevel job.requireWorkYears  \\\n",
       " 0   ...                 学历不限                 经验不限   \n",
       " 1   ...                 学历不限                 经验不限   \n",
       " 2   ...                 学历不限                 经验不限   \n",
       " 3   ...                 学历不限                 经验不限   \n",
       " 4   ...                 学历不限                 经验不限   \n",
       " 5   ...                   硕士                 一年以下   \n",
       " 6   ...                   本科                 经验不限   \n",
       " 7   ...                   大专                 经验不限   \n",
       " 8   ...                   本科                 经验不限   \n",
       " 9   ...                   大专                 经验不限   \n",
       " 10  ...                 统招本科                 经验不限   \n",
       " 11  ...                   大专                 经验不限   \n",
       " 12  ...                   大专                 经验不限   \n",
       " 13  ...                   本科                 经验不限   \n",
       " 14  ...                 统招本科                 经验不限   \n",
       " 15  ...                 统招本科                 经验不限   \n",
       " 16  ...                   大专                 经验不限   \n",
       " 17  ...                 学历不限                 经验不限   \n",
       " 18  ...                   大专                 经验不限   \n",
       " 19  ...                   本科                 经验不限   \n",
       " 20  ...                   大专                 经验不限   \n",
       " 21  ...                   大专                 经验不限   \n",
       " 22  ...                   大专                 经验不限   \n",
       " 23  ...                中专/中技                 经验不限   \n",
       " 24  ...                   大专                 经验不限   \n",
       " 25  ...                 学历不限                 经验不限   \n",
       " 26  ...                   大专                 经验不限   \n",
       " 27  ...                 学历不限                 经验不限   \n",
       " 28  ...                   本科                 经验不限   \n",
       " 29  ...                中专/中技                 经验不限   \n",
       " 30  ...                中专/中技                 经验不限   \n",
       " 31  ...                   大专                 经验不限   \n",
       " 32  ...                   大专                 经验不限   \n",
       " 33  ...                 学历不限                 经验不限   \n",
       " 34  ...                   大专                 经验不限   \n",
       " 35  ...                   本科                 经验不限   \n",
       " 36  ...                 统招本科                 经验不限   \n",
       " 37  ...                   大专                 经验不限   \n",
       " 38  ...                   大专                 经验不限   \n",
       " 39  ...                   本科                 经验不限   \n",
       " \n",
       "                recruiter.recruiterId recruiter.chatted  \\\n",
       " 0   075c8dab39320eb64b791ed830c34f1d             False   \n",
       " 1   35841bc3455096229ce7c6739fdbdfa2             False   \n",
       " 2   c2970a83b7f8b6872d54461102c950a9             False   \n",
       " 3   22eedc62e6eb8904ef12a42c8cf4b429             False   \n",
       " 4   bf867c16d0a28acabbbfc80182d8c7e5             False   \n",
       " 5   8d90c26ed477481c5bfe988e1b72f121             False   \n",
       " 6   7ee7f833633eda5a73a2b59526dd7a6a             False   \n",
       " 7   ba85c13db0f5609d71f9755a89a3840e             False   \n",
       " 8   63081e5e1788a74c5e6e7b983e65429c             False   \n",
       " 9   0a0aa55ad45c4db070aebcc237aa49da             False   \n",
       " 10  eb1ba16168084c7f26d13a142635efaf             False   \n",
       " 11  b1b0403e783ee7a883f883fe82aaa237             False   \n",
       " 12  2e753345e76d2d011456b9f215f61882             False   \n",
       " 13  8e9771db5288bccb24c377c0af660ed9             False   \n",
       " 14  88764bb6ef337096a3aa3396ef377c39             False   \n",
       " 15  ade4ad044592a1d42e751f2e1b7773d2             False   \n",
       " 16  5b12d47a31de6d678e76c5c6ad961ecf             False   \n",
       " 17  1b9329c600dd5f2bdf014981372c3ca0             False   \n",
       " 18  ef8d296204512c676f8d04ea91481807             False   \n",
       " 19  339fceb1e0b0129a23adbad079aa78aa             False   \n",
       " 20  2e753345e76d2d011456b9f215f61882             False   \n",
       " 21  8c2374af0682b9fa63af266ea9347913             False   \n",
       " 22  1e48f81c605b19575dce7fc78717a15e             False   \n",
       " 23  a4ea9ae09b0f34bdb7cb0c575b74e630             False   \n",
       " 24  354cd5c545f1c082dda275f520946c05             False   \n",
       " 25  a4284da678aa5c0262dfcfdea2cbcc79             False   \n",
       " 26  90f1b604def1013ec70339142be8d65d             False   \n",
       " 27  bbe58f2a371e2903a6340e3c89d8259a             False   \n",
       " 28  c0170c61e24e69eaa2310631cb7f1342             False   \n",
       " 29  aed9b616284a985c46804deb4e02d76c             False   \n",
       " 30  9db1d8eda5edc687474bf5837770470d             False   \n",
       " 31  1a36dc9b3fb10fc88a6d782b38e980aa             False   \n",
       " 32  e608f52af1c19b30330f99309f916d3e             False   \n",
       " 33  c00c271a0ded67f14878177aa87f92b0             False   \n",
       " 34  8a6969ab28619a46281021ca029e9d7b             False   \n",
       " 35  e8d13b96e805aa599c25ffd33a6a4d83             False   \n",
       " 36  5ac527bc17005f163d9355dc22ee6933             False   \n",
       " 37  0ea267c7ec1d975ac9124ed02d07cf00             False   \n",
       " 38  5f35720a8f2fe42136beeb4c2fe1bf47             False   \n",
       " 39  616842924a011c84aa33d7bcd4d3d411             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   8a777f1b262bd7f852e4223b98a2bc60                    2   \n",
       " 1   5f6e6be8c31904fce37b0b202b2adc1c                    2   \n",
       " 2   ac4b0ac3248ca436ee7b65a82243fe9b                    2   \n",
       " 3   e8f9062ad6476469c1bd2b3e9fec8144                    2   \n",
       " 4   df913980dee89ce32982e990dc084411                    2   \n",
       " 5   edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 6   2f590364045b0871b0b324cf6014f601                    2   \n",
       " 7   bd8d08cd861449ef97cd4b0530f9e3f9                    2   \n",
       " 8   fdf776f864b40cad01ab80e4a8b96567                    2   \n",
       " 9   99040f2416e73d89a44073f4eac7a607                    2   \n",
       " 10  0462e32cb3e85c832982e990dc084411                    2   \n",
       " 11  b877427a4b75b9df6acd98c2560acc8e                    2   \n",
       " 12  4efc6f77a8547f658d1ff84e0a6c6898                    2   \n",
       " 13  8a1bcdeda425d5b24383db9bf147ecbd                    2   \n",
       " 14  5bd50f041f2c4f9a62f6540bf442d9e7                    2   \n",
       " 15  304e4b7144e79c8be37b0b202b2adc1c                    2   \n",
       " 16  2f9d9f246b0eb8d40e33f8ac54fbf39e                    2   \n",
       " 17  4b8daac830cca41acb8db5f39dbf4c7c                    2   \n",
       " 18  7eaf0862d9b2beb61837546e45eb3a29                    2   \n",
       " 19  8b473aae3c37561bd6a9d1214a39013b                    2   \n",
       " 20  4efc6f77a8547f658d1ff84e0a6c6898                    2   \n",
       " 21  b2bd051f170852586c158a20144f1ccc                    2   \n",
       " 22  ce9dc9d8e28e95aee68ea511f8a9efc5                    2   \n",
       " 23  b6dad54cb552273f160bef405ccde8ba                    2   \n",
       " 24  d38c03ed94cc64ffba00dddeb605873d                    2   \n",
       " 25  0c9b8f0a35dd06a1fa1c74c9d557610b                    2   \n",
       " 26  0d522dbc2d82985378f5885b11a76839                    2   \n",
       " 27  06a3e0746e146c8e9f90a7bcfdb96d0e                    2   \n",
       " 28  5e6a68de234d8f66351ff05530f680dd                    2   \n",
       " 29  3c175aa5a4ca7dadbefa578784e31c32                    2   \n",
       " 30  f1c6a89eb5ee2eebe3a362ce23913155                    2   \n",
       " 31  082ba79c1c45a7f1c0b855de83315f3c                    2   \n",
       " 32  25f93b2594900e76b1150f09f42fa83a                    2   \n",
       " 33  91adc3aeb4dffed4a9f0273dd33fa30b                    2   \n",
       " 34  fcf069e39c9a7dce3417a188cf69ded9                    2   \n",
       " 35  47c45024c5f33ffc651ec1d54741dccf                    2   \n",
       " 36  c0ec731c3740feb9160bef405ccde8ba                    2   \n",
       " 37  b952d8ff65ed54d8dc2616a5acb8537e                    2   \n",
       " 38  038d31b39de35993fdb07c5a03f49b8b                    2   \n",
       " 39  2add84e4dfbdc8013d9330917b5ed9b8                    2   \n",
       " \n",
       "     recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                       伍先生                     人事专员   \n",
       " 1                       胡先生                       销售   \n",
       " 2                       周先生                      总经理   \n",
       " 3                       曾先生                联合创始人/COO   \n",
       " 4                       韦先生                     人事总监   \n",
       " 5                 Keli Tang                     HRBP   \n",
       " 6                       容女士                  三大区HRBP   \n",
       " 7                       郑女士                            \n",
       " 8                       谢女士                   人力资源总监   \n",
       " 9                       何女士                     人事专员   \n",
       " 10                      张先生                    招聘负责人   \n",
       " 11                      王女士                   移动产品经理   \n",
       " 12                      翁女士                     人事专员   \n",
       " 13                      陈女士                       HR   \n",
       " 14                      李女士               国内业务HRBP经理   \n",
       " 15                      楚先生                     招聘主管   \n",
       " 16                      李女士                            \n",
       " 17                      张先生                人力资源经理hrm   \n",
       " 18                      钟女士                       人事   \n",
       " 19                      唐先生                       经理   \n",
       " 20                      翁女士                     人事专员   \n",
       " 21                      戴先生                       经理   \n",
       " 22                      谢女士                     商务经理   \n",
       " 23                      吴女士                   人事行政主管   \n",
       " 24                      陈女士                   人力行政主管   \n",
       " 25                      陈先生                       厂务   \n",
       " 26                      金女士                    招聘负责人   \n",
       " 27                      郑先生                     招聘经理   \n",
       " 28                      党女士                   行政人事经理   \n",
       " 29                      彭女士                       经理   \n",
       " 30                      胡先生                生产经理/车间主任   \n",
       " 31                      陈女士                人力资源专员/助理   \n",
       " 32                      王女士                      总经理   \n",
       " 33                      邓女士                       人事   \n",
       " 34                      曾先生                      董事长   \n",
       " 35                      鲍先生             Mooeli 全国负责人   \n",
       " 36                      郭女士                            \n",
       " 37                      龚先生                      DSM   \n",
       " 38                      谢先生                     总监助理   \n",
       " 39                      蔡先生                       主管   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compStage  \n",
       " 0   5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 1   5f8f98698dbe6273dcf8516008u.jpg            NaN  \n",
       " 2   5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 3   608977e6919e256bc8d763ad07u.png          融资未公开  \n",
       " 4   5f8f986bdfb13a7dee342f2108u.jpg            NaN  \n",
       " 5   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 6   622cb41667be101bcd6d63f907u.png            NaN  \n",
       " 7   54d1e75b712e7147fd8055db01a.jpg            NaN  \n",
       " 8   5f8f986779c7cc70efbf36c008u.jpg           战略投资  \n",
       " 9   5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 10  5cf61c8f501544662c8dbdd707u.png             A轮  \n",
       " 11  60fe245872e1184bcb5ea3b601u.png            NaN  \n",
       " 12  5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 13  62ece352743dc73cbfd1436c05u.png            NaN  \n",
       " 14  5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 15  5d1c01a43ee8b11dd4a7b4d302u.jpg            NaN  \n",
       " 16  5f8f9865ea60860b75384fa508u.jpg           战略投资  \n",
       " 17  5f8f986bdfb13a7dee342f2108u.jpg            NaN  \n",
       " 18  5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       " 19  5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 20  5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 21  5f8f9868f6d1ab58476f24a008u.jpg          融资未公开  \n",
       " 22  5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 23  5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 24  60c208d27f1ea813a2a3181906u.png            NaN  \n",
       " 25  6309d324e4b9e921abca97a207u.png            NaN  \n",
       " 26  5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 27  5f8f98698dbe6273dcf8516008u.jpg         沪深A股上市  \n",
       " 28  5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 29  5f8f986bdfb13a7dee342f2108u.jpg            NaN  \n",
       " 30  5f8f9868f6d1ab58476f24a008u.jpg          融资未公开  \n",
       " 31  5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 32  5f8f986779c7cc70efbf36c008u.jpg             其他  \n",
       " 33  609cce21a775f32e2acc4fb205u.png          融资未公开  \n",
       " 34  5f8f9868f6d1ab58476f24a008u.jpg          融资未公开  \n",
       " 35  64182e1815733078d8340abd04u.png           港股上市  \n",
       " 36  5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 37  5f8f986bdfb13a7dee342f2108u.jpg            已上市  \n",
       " 38  5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 39  5f8f98698dbe6273dcf8516008u.jpg            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"49397865\",\"recruiterName\":\"邵先生\",\"job...   \n",
       " 1   {\"jobId\":\"47656185\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 2   {\"jobId\":\"40610839\",\"recruiterName\":\"黎女士\",\"job...   \n",
       " 3   {\"jobId\":\"48989189\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 4   {\"jobId\":\"58009353\",\"recruiterName\":\"崔女士\",\"job...   \n",
       " 5   {\"jobId\":\"43330813\",\"recruiterName\":\"曲女士\",\"job...   \n",
       " 6   {\"jobId\":\"50676935\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 7   {\"jobId\":\"48012157\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 8   {\"jobId\":\"56080257\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 9   {\"jobId\":\"39952929\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 10  {\"jobId\":\"53572231\",\"recruiterName\":\"钟女士\",\"job...   \n",
       " 11  {\"jobId\":\"36791819\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 12  {\"jobId\":\"45013299\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 13  {\"jobId\":\"22628785\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 14  {\"jobId\":\"22631077\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 15  {\"jobId\":\"19479235\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 16  {\"jobId\":\"51096169\",\"recruiterName\":\"邝女士\",\"job...   \n",
       " 17  {\"jobId\":\"50965433\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 18  {\"jobId\":\"55703639\",\"recruiterName\":\"侯先生\",\"job...   \n",
       " 19  {\"jobId\":\"55703543\",\"recruiterName\":\"侯先生\",\"job...   \n",
       " 20  {\"jobId\":\"44053277\",\"recruiterName\":\"谌女士\",\"job...   \n",
       " 21  {\"jobId\":\"57679297\",\"recruiterName\":\"樊女士\",\"job...   \n",
       " 22  {\"jobId\":\"56689685\",\"recruiterName\":\"翁女士\",\"job...   \n",
       " 23  {\"jobId\":\"23506267\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 24  {\"jobId\":\"23470163\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 25  {\"jobId\":\"57794503\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 26  {\"jobId\":\"45379571\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 27  {\"jobId\":\"45380041\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 28  {\"jobId\":\"44113675\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 29  {\"jobId\":\"57223711\",\"recruiterName\":\"程先生\",\"job...   \n",
       " 30  {\"jobId\":\"43492441\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 31  {\"jobId\":\"56876529\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 32  {\"jobId\":\"57157157\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 33  {\"jobId\":\"44978805\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 34  {\"jobId\":\"48604689\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 35  {\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 36  {\"jobId\":\"45187159\",\"recruiterName\":\"宋女士\",\"job...   \n",
       " 37  {\"jobId\":\"44709427\",\"recruiterName\":\"邓先生\",\"job...   \n",
       " 38  {\"jobId\":\"30477665\",\"recruiterName\":\"Keli Tang...   \n",
       " 39  {\"jobId\":\"56295007\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0    [区域销售, 医院器械, 家用器械, 招商销售, 陌拜销售, 渠道销售, 面销, 医院, 出差]   \n",
       " 1                                  [基金经理, 行业研究, 投资管理]   \n",
       " 2                                              [数据分析]   \n",
       " 3                                                  []   \n",
       " 4                                                  []   \n",
       " 5                 [区域销售, 渠道销售, 医院, 代理商销售, 市场洞察, 客户管理]   \n",
       " 6                                              [产品运营]   \n",
       " 7                                        [客户管理, 区域销售]   \n",
       " 8           [租赁服务, 拓展培训, 市场洞察, 客户管理, 经济学, 渠道销售, to B]   \n",
       " 9   [市场洞察, 医院器械, 客户管理, 经济学, 医疗器械, 软件行业, 销售管理, 贸易/进...   \n",
       " 10                                   [to B, 渠道销售, 面销]   \n",
       " 11                                         [副总外勤助理 助]   \n",
       " 12                                 [团队管理, 客户管理, 渠道销售]   \n",
       " 13                                                 []   \n",
       " 14                  [销售管理, 基金业, 家政培训, 销售培训, 教育培训, 面销]   \n",
       " 15                            [销售管理, 基金业, 销售培训, 教育培训]   \n",
       " 16                 [市场洞察, 招投标, 客户管理, 销售管理, IT/互联网/软件]   \n",
       " 17  [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 18  [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       " 19  [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       " 20  [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       " 21       [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       " 22                                                 []   \n",
       " 23       [学历不限, 工具产品, 计算机软件, 产品规划, Axure, 需求分析, 产品设计]   \n",
       " 24                                             [学历不限]   \n",
       " 25  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 26                                                 []   \n",
       " 27                                        [化妆品, to B]   \n",
       " 28                                           [web端产品]   \n",
       " 29  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       " 30                                                 []   \n",
       " 31                                                 []   \n",
       " 32                                             [泌尿外科]   \n",
       " 33                                             [to C]   \n",
       " 34                                                 []   \n",
       " 35                                                 []   \n",
       " 36                                   [化妆品, 消费品, 产品开发]   \n",
       " 37                                             [软件开发]   \n",
       " 38  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 39  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...   \n",
       " \n",
       "                                        job.title job.jobId  job.salary  \\\n",
       " 0                                 业务经理，学术经理，项目经理  49397865       6-11k   \n",
       " 1                                         基金经理助理  47656185      15-30k   \n",
       " 2                               助理/商务助理(会越南语或日语)  40610839        5-8k   \n",
       " 3                                       学术经理（广州）  48989189       8-13k   \n",
       " 4                                    市场助理（2024届）  58009353        3-5k   \n",
       " 5                                        学术专员/经理  43330813      10-15k   \n",
       " 6                                           运营助理  50676935        3-4k   \n",
       " 7                                           销售专员  48012157       5-10k   \n",
       " 8                                   销售经理（循环包装产品）  56080257   8-15k·13薪   \n",
       " 9                                   销售经理（超声病理产品）  39952929       6-15k   \n",
       " 10                                       总经理商务助理  53572231        4-9k   \n",
       " 11                                          外勤助理  36791819        6-9k   \n",
       " 12                                          城市经理  45013299        6-8k   \n",
       " 13                                          销售代表  22628785        6-9k   \n",
       " 14                                          销售代表  22631077        1-2k   \n",
       " 15                                            销售  19479235       5-10k   \n",
       " 16                                          销售专员  51096169        4-5k   \n",
       " 17                   产品经理（化妆品原料）/Product Manager  50965433        薪资面议   \n",
       " 18                                  自动驾驶产品经理（PM）  55703639      25-35k   \n",
       " 19                                自动驾驶工具产品经理（PM）  55703543      25-35k   \n",
       " 20                          产品经理/Product Manager  44053277      20-30k   \n",
       " 21                           产品经理Product Manager  57679297      20-25k   \n",
       " 22            Product Sales Manager MR 产品销售经理 广州  56689685        薪资面议   \n",
       " 23                                航天信息-产品经理（应届生）  23506267        6-8k   \n",
       " 24                           润杰医疗-产品专员/产品经理（应届生）  23470163       5-10k   \n",
       " 25                             助理产品经理（化妆品原料）/APM  57794503        薪资面议   \n",
       " 26                                     化妆品原料产品经理  45379571  30-45k·14薪   \n",
       " 27                                          产品经理  45380041      25-29k   \n",
       " 28                         AI应用产品经理/港资企业正编/双休WLB  44113675  15-24k·13薪   \n",
       " 29                                  自动驾驶（硬件）产品经理  57223711  25-50k·15薪   \n",
       " 30                                     产品销售经理-广州  43492441  20-40k·16薪   \n",
       " 31                    Automation Product Manager  56876529  20-40k·13薪   \n",
       " 32                                        医药产品经理  57157157  25-30k·14薪   \n",
       " 33                          eWMS Product Manager  44978805  20-40k·15薪   \n",
       " 34                                        助理产品经理  48604689  15-25k·13薪   \n",
       " 35                                        硬件产品经理  45327891  30-50k·14薪   \n",
       " 36  Assistant Product Manager / Product Manager   45187159  18-30k·13薪   \n",
       " 37                                          产品经理  44709427  25-35k·14薪   \n",
       " 38                                          产品经理  30477665  18-40k·14薪   \n",
       " 39                                 产品经理（企业数字化转型）  56295007       6-10k   \n",
       " \n",
       "     job.dq job.jobKind                                     job.dataPromId  \\\n",
       " 0       广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 1       广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 2       广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 3   广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 4   广州-番禺区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 5       广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 6       广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 7   广州-白云区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 8   广州-花都区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 9       广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 10  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 11      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 12      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 13  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 14      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 15      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 16  广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 17  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 18  广州-海珠区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 19  广州-海珠区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 20      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 21  广州-番禺区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 22  广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 23      广州           6  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 24      广州           6  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 25  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 26      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 27  广州-天河区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 28  广州-白云区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 29      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 30      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 31  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 32  广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 33      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 34  广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 35  广州-海珠区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 36      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 37      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 38  广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " 39  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=11&...   \n",
       " \n",
       "    job.refreshTime  ...                    recruiter.imId  \\\n",
       " 0   20220505173148  ...  4352f29ab157ecf1190c8f845eb8946f   \n",
       " 1   20220302205841  ...  db8294be3e1ed7f7f0cf75fb14b27437   \n",
       " 2   20210630164034  ...  0941ffa4c95f73bab1f0b9c52c0f4979   \n",
       " 3   20220418133046  ...  26941d1c787ade20ad8732728d6065d6   \n",
       " 4   20230421134812  ...  e1b227ff687330b4ff9aa041fd487686   \n",
       " 5   20230224145319  ...  96063b7af6f4b279ff9aa041fd487686   \n",
       " 6   20230418175452  ...  65821e54c5e1b44e68c56fcc9b2af6cb   \n",
       " 7   20230418164015  ...  65821e54c5e1b44e68c56fcc9b2af6cb   \n",
       " 8   20230421115302  ...  e122182b788be60ce3a362ce23913155   \n",
       " 9   20220607103214  ...  0f09f488297c4eb4160b5b344d4ef7b6   \n",
       " 10  20221103103221  ...  b3ffab97c59569120dcbf0a176bc5e33   \n",
       " 11  20210317123056  ...  da263e82d7d06addcc809655362a8e54   \n",
       " 12  20211119160833  ...  f4dea4ec77d301c72ba40a0d7e55431c   \n",
       " 13  20191225173635  ...  4732763ec1937d2f3eae059a38e31609   \n",
       " 14  20190818143700  ...  8c80e923430faa411b4fb320fc878e26   \n",
       " 15  20190825151330  ...  e361d502e175e122c94f4d0c9b7b96ae   \n",
       " 16  20220915105620  ...  c2be533f7e24c6b26fb41ae1c7b9f4b1   \n",
       " 17  20230421104249  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 18  20230228112317  ...  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 19  20230228112317  ...  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 20  20230420094539  ...  d874c5f87567784901ab80e4a8b96567   \n",
       " 21  20230410215438  ...  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 22  20230303234707  ...  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 23  20190930094859  ...  46a2dc0dbdb73e38d3eb8c93eeb0aca8   \n",
       " 24  20190930095111  ...  46a2dc0dbdb73e38d3eb8c93eeb0aca8   \n",
       " 25  20230421104249  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 26  20230418094351  ...  14a8accf08a04a521806a0cca0964ad2   \n",
       " 27  20230418094857  ...  c55d8c37c29999932efebeb7f272cb14   \n",
       " 28  20230306145244  ...  7908151abdbef12e2efebeb7f272cb14   \n",
       " 29  20230412190939  ...  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 30  20230418095014  ...  985c18edc2b4008b04612e645251413c   \n",
       " 31  20230420095203  ...  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 32  20230321153342  ...  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 33  20230413114524  ...  d9615c119bb132bd55a0b6511a508218   \n",
       " 34  20230301100715  ...  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 35  20230415235525  ...  73f267275bfde46ce68ea511f8a9efc5   \n",
       " 36  20230411142619  ...  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 37  20230324111137  ...  6576d39ac3d6a469337193710fe42056   \n",
       " 38  20230421112457  ...  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 39  20230221094711  ...  beff7093463e459a613348042573671f   \n",
       " \n",
       "    recruiter.imUserType comp.compScale comp.compIndustry  \\\n",
       " 0                     2     2000-5000人              医疗器械   \n",
       " 1                     2          1-49人          基金/证券/期货   \n",
       " 2                     2       100-499人               NaN   \n",
       " 3                     2         50-99人              医疗器械   \n",
       " 4                     2     1000-2000人             家具/家居   \n",
       " 5                     2         50-99人              医疗器械   \n",
       " 6                     2       100-499人            专业技术服务   \n",
       " 7                     2       100-499人            专业技术服务   \n",
       " 8                     2     1000-2000人                化工   \n",
       " 9                     2       500-999人              医疗器械   \n",
       " 10                    2          1-49人             计算机软件   \n",
       " 11                    2          1-49人             批发/零售   \n",
       " 12                    2       10000人以上          食品/饮料/酒水   \n",
       " 13                    2                            计算机软件   \n",
       " 14                    2                            计算机软件   \n",
       " 15                    2                            计算机软件   \n",
       " 16                    2         50-99人              培训服务   \n",
       " 17                    2         50-99人            贸易/进出口   \n",
       " 18                    2       100-499人              人工智能   \n",
       " 19                    2       100-499人              人工智能   \n",
       " 20                    2       500-999人             机械/设备   \n",
       " 21                    2       100-499人              IT服务   \n",
       " 22                    2    5000-10000人              医疗器械   \n",
       " 23                    2       100-499人              其他行业   \n",
       " 24                    2       100-499人              其他行业   \n",
       " 25                    2         50-99人            贸易/进出口   \n",
       " 26                    2         50-99人            贸易/进出口   \n",
       " 27                    2         50-99人            贸易/进出口   \n",
       " 28                    2     2000-5000人          食品/饮料/酒水   \n",
       " 29                    2       100-499人              人工智能   \n",
       " 30                    2       10000人以上              医疗器械   \n",
       " 31                    2    5000-10000人              医疗器械   \n",
       " 32                    2     2000-5000人                制药   \n",
       " 33                    2       10000人以上          食品/饮料/酒水   \n",
       " 34                    2       100-499人              仪器仪表   \n",
       " 35                    2          1-49人           电气机械/器材   \n",
       " 36                    2     2000-5000人                日化   \n",
       " 37                    2                              互联网   \n",
       " 38                    2          1-49人            专业技术服务   \n",
       " 39                    2    5000-10000人              通信设备   \n",
       " \n",
       "                       comp.compLogo comp.compId    comp.compName  \\\n",
       " 0   5ce788539fae687d4374706f04u.jpg   9956147.0   河南翔宇医疗设备股份有限公司   \n",
       " 1   619c9c4fb9519b011e871bb506u.png  12472973.0           广州圆石投资   \n",
       " 2   61b07937d0458d53c627567e02u.jpg  12814203.0     广州市顺汉沣化工有限公司   \n",
       " 3   603dd3c10f02191a7981a08202u.png   8660890.0          杭州华得森生物   \n",
       " 4   5d81de2928021708fa49d95907u.png   8304383.0            好太太集团   \n",
       " 5   603dd3c10f02191a7981a08202u.png   8660890.0          杭州华得森生物   \n",
       " 6   61b07937d0458d53c627567e02u.jpg  13125743.0     广州移联通讯科技有限公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg  13125743.0     广州移联通讯科技有限公司   \n",
       " 8   5b5eb2698e507b39f9c7be5a04a.png   8689127.0             聚石化学   \n",
       " 9   6411407107f9ed0de309c64908u.png   8263553.0             深圳巨烽   \n",
       " 10  619f60ac1bd4fb704e82946607u.jpg  13181095.0     广州美仑信息技术有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg   8023494.0     广东威健医疗科技有限公司   \n",
       " 12  62fc82fa4046cf63772ea64904u.png   7926050.0               蒙牛   \n",
       " 13  61b07937d0458d53c627567e02u.jpg   9977471.0    广州市金涌信息科技有限公司   \n",
       " 14  61b07937d0458d53c627567e02u.jpg   9977471.0    广州市金涌信息科技有限公司   \n",
       " 15  61b07937d0458d53c627567e02u.jpg   9977471.0    广州市金涌信息科技有限公司   \n",
       " 16  61b07937d0458d53c627567e02u.jpg   8160306.0     广州集康信息科技有限公司   \n",
       " 17  6274ee6d04a5ff469b10880402u.png   8112968.0             仙婷集团   \n",
       " 18  60a497de907306298575785f03u.png   9491766.0       文远知行WeRide   \n",
       " 19  60a497de907306298575785f03u.png   9491766.0       文远知行WeRide   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         NaN     某广州大型机械/设备公司   \n",
       " 21  61b07937d0458d53c627567e02u.jpg  13315477.0   广州市新目标电子商务有限公司   \n",
       " 22  5c0dfd9f570cb120f184080203u.jpg   8916227.0          西门子医疗系统   \n",
       " 23  61b07937d0458d53c627567e02u.jpg   8933926.0    广州开发区人才交流服务中心   \n",
       " 24  61b07937d0458d53c627567e02u.jpg   8933926.0    广州开发区人才交流服务中心   \n",
       " 25  6274ee6d04a5ff469b10880402u.png   8112968.0             仙婷集团   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png         NaN            某知名公司   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png         NaN       某广州贸易进出口公司   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png         NaN  某国内大型食品/饮料/日化公司   \n",
       " 29  60a497de907306298575785f03u.png   9491766.0       文远知行WeRide   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png         NaN      某上海大型医疗器械公司   \n",
       " 31  5952237b7032381b6822192505a.jpg   8506529.0              丹纳赫   \n",
       " 32  5bfe916674719d35745ad29703a.png   8275623.0             康方生物   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 34  60b831ef7cc07936e59f518306u.png  12773635.0     索恩照明(广州)有限公司   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png         NaN     某广州电气机械/器材公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png         NaN        某国内大型日化公司   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png         NaN         某广州互联网公司   \n",
       " 38  59dc78457832e11b880f044c05a.png   9283329.0     即能科技(广州)有限公司   \n",
       " 39  5cc116c89fae687d43343d7308u.png   7863327.0             润建股份   \n",
       " \n",
       "                                    comp.link comp.compStage  job.campusJobKind  \n",
       " 0    https://www.liepin.com/company/9956147/            NaN                NaN  \n",
       " 1   https://www.liepin.com/company/12472973/          融资未公开                NaN  \n",
       " 2   https://www.liepin.com/company/12814203/          融资未公开                NaN  \n",
       " 3    https://www.liepin.com/company/8660890/            NaN                NaN  \n",
       " 4    https://www.liepin.com/company/8304383/            已上市                NaN  \n",
       " 5    https://www.liepin.com/company/8660890/            NaN                NaN  \n",
       " 6   https://www.liepin.com/company/13125743/            NaN                NaN  \n",
       " 7   https://www.liepin.com/company/13125743/            NaN                NaN  \n",
       " 8    https://www.liepin.com/company/8689127/          科创板上市                NaN  \n",
       " 9    https://www.liepin.com/company/8263553/           战略投资                NaN  \n",
       " 10  https://www.liepin.com/company/13181095/            NaN                NaN  \n",
       " 11   https://www.liepin.com/company/8023494/          融资未公开                NaN  \n",
       " 12   https://www.liepin.com/company/7926050/            NaN                NaN  \n",
       " 13   https://www.liepin.com/company/9977471/            NaN                NaN  \n",
       " 14   https://www.liepin.com/company/9977471/            NaN                NaN  \n",
       " 15   https://www.liepin.com/company/9977471/            NaN                NaN  \n",
       " 16   https://www.liepin.com/company/8160306/          融资未公开                NaN  \n",
       " 17   https://www.liepin.com/company/8112968/            NaN                NaN  \n",
       " 18   https://www.liepin.com/company/9491766/             C轮                NaN  \n",
       " 19   https://www.liepin.com/company/9491766/             C轮                NaN  \n",
       " 20                                                    融资未公开                NaN  \n",
       " 21  https://www.liepin.com/company/13315477/            NaN                NaN  \n",
       " 22   https://www.liepin.com/company/8916227/            NaN                NaN  \n",
       " 23   https://www.liepin.com/company/8933926/            NaN                 应届  \n",
       " 24   https://www.liepin.com/company/8933926/            NaN                 应届  \n",
       " 25   https://www.liepin.com/company/8112968/            NaN                NaN  \n",
       " 26                                                    融资未公开                NaN  \n",
       " 27                                                    融资未公开                NaN  \n",
       " 28                                                    融资未公开                NaN  \n",
       " 29   https://www.liepin.com/company/9491766/             C轮                NaN  \n",
       " 30                                                    融资未公开                NaN  \n",
       " 31   https://www.liepin.com/company/8506529/            NaN                NaN  \n",
       " 32   https://www.liepin.com/company/8275623/           港股上市                NaN  \n",
       " 33                                                    融资未公开                NaN  \n",
       " 34  https://www.liepin.com/company/12773635/            NaN                NaN  \n",
       " 35                                                      NaN                NaN  \n",
       " 36                                                    融资未公开                NaN  \n",
       " 37                                                      NaN                NaN  \n",
       " 38   https://www.liepin.com/company/9283329/            NaN                NaN  \n",
       " 39   https://www.liepin.com/company/7863327/         沪深A股上市                NaN  \n",
       " \n",
       " [40 rows x 32 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"imI...   \n",
       " 1   {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"imI...   \n",
       " 2   {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"imI...   \n",
       " 3   {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"imI...   \n",
       " 4   {\"recruiterName\":\"杜先生\",\"jobId\":\"54145433\",\"imI...   \n",
       " 5   {\"recruiterName\":\"赵女士\",\"jobId\":\"45253831\",\"imI...   \n",
       " 6   {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"imI...   \n",
       " 7   {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"imI...   \n",
       " 8   {\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"imI...   \n",
       " 9   {\"recruiterName\":\"蔡先生\",\"jobId\":\"45263747\",\"imI...   \n",
       " 10  {\"recruiterName\":\"陆女士\",\"jobId\":\"43309883\",\"imI...   \n",
       " 11  {\"recruiterName\":\"郑先生\",\"jobId\":\"55992453\",\"imI...   \n",
       " 12  {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"imI...   \n",
       " 13  {\"recruiterName\":\"赖先生\",\"jobId\":\"46626189\",\"imI...   \n",
       " 14  {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"imI...   \n",
       " 15  {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"imI...   \n",
       " 16  {\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"imI...   \n",
       " 17  {\"recruiterName\":\"杨女士\",\"jobId\":\"45422545\",\"imI...   \n",
       " 18  {\"recruiterName\":\"张先生\",\"jobId\":\"45486777\",\"imI...   \n",
       " 19  {\"recruiterName\":\"杜先生\",\"jobId\":\"57816811\",\"imI...   \n",
       " 20  {\"recruiterName\":\"林女士\",\"jobId\":\"45175333\",\"imI...   \n",
       " 21  {\"recruiterName\":\"霍女士\",\"jobId\":\"44331983\",\"imI...   \n",
       " 22  {\"recruiterName\":\"张女士\",\"jobId\":\"56599317\",\"imI...   \n",
       " 23  {\"recruiterName\":\"张女士\",\"jobId\":\"44270383\",\"imI...   \n",
       " 24  {\"recruiterName\":\"钟女士\",\"jobId\":\"53920663\",\"imI...   \n",
       " 25  {\"recruiterName\":\"徐女士\",\"jobId\":\"40053971\",\"imI...   \n",
       " 26  {\"recruiterName\":\"陈女士\",\"jobId\":\"43495037\",\"imI...   \n",
       " 27  {\"recruiterName\":\"田女士\",\"jobId\":\"25573187\",\"imI...   \n",
       " 28  {\"recruiterName\":\"韩女士\",\"jobId\":\"50292625\",\"imI...   \n",
       " 29  {\"recruiterName\":\"梁女士\",\"jobId\":\"33511317\",\"imI...   \n",
       " 30  {\"recruiterName\":\"孙女士\",\"jobId\":\"55364021\",\"imI...   \n",
       " 31  {\"recruiterName\":\"熊女士\",\"jobId\":\"42989417\",\"imI...   \n",
       " 32  {\"recruiterName\":\"刘先生\",\"jobId\":\"43431657\",\"imI...   \n",
       " 33  {\"recruiterName\":\"何先生\",\"jobId\":\"44864603\",\"imI...   \n",
       " 34  {\"recruiterName\":\"高女士\",\"jobId\":\"45065379\",\"imI...   \n",
       " 35  {\"recruiterName\":\"吴先生\",\"jobId\":\"45135163\",\"imI...   \n",
       " 36  {\"recruiterName\":\"翟先生\",\"jobId\":\"44610575\",\"imI...   \n",
       " 37  {\"recruiterName\":\"陈先生\",\"jobId\":\"45365317\",\"imI...   \n",
       " 38  {\"recruiterName\":\"郑先生\",\"jobId\":\"57500617\",\"imI...   \n",
       " 39  {\"recruiterName\":\"郑先生\",\"jobId\":\"53281701\",\"imI...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0                                                  []        薪资面议      广州   \n",
       " 1                                                  []      12-30k      广州   \n",
       " 2                                  [商品管理, 产品企划, 商品运营]  14-28k·16薪  广州-天河区   \n",
       " 3                                                  []      15-25k  广州-天河区   \n",
       " 4               [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]        薪资面议  广州-天河区   \n",
       " 5   [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...      20-30k      广州   \n",
       " 6   [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...      11-22k  广州-番禺区   \n",
       " 7                                  [市场营销, 产品管理, 产品开发]      25-30k      广州   \n",
       " 8                       [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  15-20k·20薪  广州-黄埔区   \n",
       " 9   [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...      20-30k      广州   \n",
       " 10                                                 []  30-40k·13薪  广州-天河区   \n",
       " 11                                             [品牌策划]      15-25k  广州-白云区   \n",
       " 12                                [产品优化, 二次元在研, 项目管理]  20-28k·13薪  广州-天河区   \n",
       " 13                                                 []   8-16k·13薪  广州-天河区   \n",
       " 14                                                 []        薪资面议  广州-天河区   \n",
       " 15                                             [增长产品]        薪资面议      广州   \n",
       " 16                                             [数据分析]  15-30k·13薪  广州-海珠区   \n",
       " 17  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  15-30k·15薪      广州   \n",
       " 18                    [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]      25-40k  广州-黄埔区   \n",
       " 19                                      [供应链产品, 数据分析]    5-7k·13薪  广州-番禺区   \n",
       " 20                        [临床试验, 临床项目管理, GCP认证, CE认证]      25-45k      广州   \n",
       " 21            [axure, visio, powerpoint, word, Excel]       5-10k      广州   \n",
       " 22                          [包食宿, 五险一金, 晋升空间大, 零食下午茶]       7-13k  广州-南沙区   \n",
       " 23                                             [需求分析]  20-40k·13薪      广州   \n",
       " 24                           [原型设计, 需求调研, 产品规划, 需求管理]      15-25k  广州-天河区   \n",
       " 25                                             [数据分析]      16-20k      广州   \n",
       " 26                                     [SaaS产品, to B]      20-25k      广州   \n",
       " 27                                       [数据产品, 硬件产品]  15-30k·13薪      广州   \n",
       " 28  [计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...  18-25k·14薪  广州-白云区   \n",
       " 29  [AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...      20-30k      广州   \n",
       " 30                                 [工具产品, 增长产品, to C]      25-30k  广州-天河区   \n",
       " 31                  [计算机软件, SaaS系统, 产品规划, 数据分析, 团队管理]  40-60k·14薪      广州   \n",
       " 32                                             [市场营销]  18-40k·15薪      广州   \n",
       " 33                             [零售行业, 数字化, CRM, SCRM]  30-45k·14薪      广州   \n",
       " 34                                                 []      28-35k      广州   \n",
       " 35                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]      20-40k      广州   \n",
       " 36                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  15-30k·16薪      广州   \n",
       " 37  [平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...      20-35k      广州   \n",
       " 38                                   [CRM, 新零售, 电子商务]  20-25k·13薪  广州-天河区   \n",
       " 39                                   [CRM, 新零售, 电子商务]  20-25k·13薪  广州-天河区   \n",
       " \n",
       "    job.jobId               job.title  job.topJob job.refreshTime  \\\n",
       " 0   43037645                  数码产品经理       False  20210913204744   \n",
       " 1   35923437            产品经理（工业消洗产品）       False  20220319162445   \n",
       " 2   50466807   产品经理-产品企划（鞋类）(J13091)       False  20221116184947   \n",
       " 3   55829685       产品经理-产品企划(J13606)       False  20230206112123   \n",
       " 4   54145433    eWMS Product Manager       False  20230421120042   \n",
       " 5   45253831                    产品经理       False  20230413092954   \n",
       " 6   57403583  CRM实施顾问&项目经理PM(J12971)       False  20230329180701   \n",
       " 7   45177357        Product Manager        False  20230421111742   \n",
       " 8   48554057    微生物检测产品经理（制药或食品行业方向）       False  20230421083050   \n",
       " 9   45263747                    产品经理       False  20230421093115   \n",
       " 10  43309883         Product Manager       False  20230208175714   \n",
       " 11  55992453                  产品策划经理       False  20230419151317   \n",
       " 12  48905275  项目发行PM（二次元） (MJ000855)       False  20220928174530   \n",
       " 13  46626189         Product Manager       False  20220215115047   \n",
       " 14  23154709                  数字营销PM       False  20200728103437   \n",
       " 15  25415919                    活动PM       False  20210615114605   \n",
       " 16  31935443                    游戏PM       False  20200921191755   \n",
       " 17  45422545                    产品经理       False  20230419100536   \n",
       " 18  45486777                  软件产品经理       False  20230420171516   \n",
       " 19  57816811                  产品经理助理       False  20230420143604   \n",
       " 20  45175333              临床试验项目经理PM       False  20221024180150   \n",
       " 21  44331983                  初级产品经理       False  20211125150437   \n",
       " 22  56599317              助理产品经理—食品类       False  20230302090806   \n",
       " 23  44270383                    产品经理       False  20230310103111   \n",
       " 24  53920663                    产品经理       False  20221128165741   \n",
       " 25  40053971                  助理产品经理       False  20220919114809   \n",
       " 26  43495037                    产品经理       False  20230214193401   \n",
       " 27  25573187                    产品经理       False  20191231090134   \n",
       " 28  50292625     解决方案产品经理 (MJ013260)       False  20220610154122   \n",
       " 29  33511317                  AI产品经理       False  20201117050230   \n",
       " 30  55364021                产品经理（组长）       False  20230106143630   \n",
       " 31  42989417        产品经理/产品负责人(不同层级)       False  20230321193931   \n",
       " 32  43431657                产品经理（凝血）       False  20230421091558   \n",
       " 33  44864603             高级产品经理（CRM）       False  20230420093348   \n",
       " 34  45065379                医药高级产品经理       False  20230413141917   \n",
       " 35  45135163                    产品经理       False  20230410121650   \n",
       " 36  44610575                    产品经理       False  20230321173412   \n",
       " 37  45365317                线上零售产品经理       False  20230417165025   \n",
       " 38  57500617                  高级产品经理       False  20230403144713   \n",
       " 39  53281701                 CRM产品经理       False  20230403144629   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " \n",
       "    recruiter.imUserType             recruiter.recruiterId  \\\n",
       " 0                     2  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 1                     2  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 2                     2  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 3                     2  308332da68f592edf82050c4b8bff969   \n",
       " 4                     2  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 5                     2  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       " 6                     2  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 7                     2  47227c6fbfcd952686963be95b15422d   \n",
       " 8                     2  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 9                     2  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " 10                    2  7829c0aa95f568cada116b3e040ec67e   \n",
       " 11                    2  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 12                    2  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 13                    2  ffb961ad0561780d685123d92072146b   \n",
       " 14                    2  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 15                    2  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 16                    2  2b6b0643bf65c612313162312f0bffed   \n",
       " 17                    2  0fa2d60e2668081853ee69faf212d0bc   \n",
       " 18                    2  1bb6c055b07f554dbce99e0b13d1f3a4   \n",
       " 19                    2  c8d145acb0a3162c59941f318d428c38   \n",
       " 20                    2  b7496ba1a2ad4a49540e81c097c2c00b   \n",
       " 21                    2  dfd86eaa710f7eb297d8d49512cabd0a   \n",
       " 22                    2  7a5b05937023850a65b69a91a3e9c70d   \n",
       " 23                    2  12c821593cfaeee7d608f631ba7b365c   \n",
       " 24                    2  e904f45c3a8aed6407db9f3e7431f6a8   \n",
       " 25                    2  1590a7fa7a4c122cc9faa5f1f002919b   \n",
       " 26                    2  eb3f01a32fe3a4efb1d6cdf5f43c46d1   \n",
       " 27                    2  eda507c8cbe4c7560731a09a86761edc   \n",
       " 28                    2  a3ba989ac5734611c54970ffa845eefa   \n",
       " 29                    2  ae9d2bd71f72b07d27bbf43c3caebf68   \n",
       " 30                    2  b45a783ef6004b8a790041e29c295f70   \n",
       " 31                    2  74016b7595a80ad4be6d389c164c9617   \n",
       " 32                    2  8fc4003dfc916f929b36b77d06e3d22e   \n",
       " 33                    2  7759c81f6b7455dfc03e95eb2e1c0c34   \n",
       " 34                    2  5c8bfb4eac393c6170b4303312755fc2   \n",
       " 35                    2  5c5a96c776e82dfe1e63805ea62138aa   \n",
       " 36                    2  9ccbd98c4200aa058ba0d06d22640688   \n",
       " 37                    2  6e506516d847dc87c6643c80ebe460c7   \n",
       " 38                    2  d7b79be010cfe33bf90c61e3cf1076af   \n",
       " 39                    2  d7b79be010cfe33bf90c61e3cf1076af   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg             其他   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 2    5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 4    5f8f986aea60860b75384fab08u.jpg            NaN   \n",
       " 5    606ff339fd3cfa235c8a104e02u.png            NaN   \n",
       " 6    601baaab60c8320221e3c1d902u.png            已上市   \n",
       " 7   6321be3095ee1c04143439eb01u.jpeg          融资未公开   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg          融资未公开   \n",
       " 9    5f8fa3a78dbe6273dcf85e2608u.png            NaN   \n",
       " 10   62fe2d4a95ee1c041432be7a05u.jpg          融资未公开   \n",
       " 11   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg            已上市   \n",
       " 13   5f8f986bdfb13a7dee342f2108u.jpg          融资未公开   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 16   62903e4ce4c190153f6f304c06u.jpg          科创板上市   \n",
       " 17   600a795d845ac93d96472a1605u.png            NaN   \n",
       " 18  61bfe8e8d8489c6530a2c4db06u.jpeg            已上市   \n",
       " 19   5f8f986aea60860b75384fab08u.jpg            NaN   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 21   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 22   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 23   6108aa0e759ac71c63de418a04u.jpg          融资未公开   \n",
       " 24   5f8f9866dfb13a7dee342f1808u.jpg          创业板上市   \n",
       " 25   5f8f9865ea60860b75384fa508u.jpg             D轮   \n",
       " 26   5fc9d345a77c85575911928607u.png          融资未公开   \n",
       " 27   5f8f986779c7cc70efbf36c008u.jpg           战略投资   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg            已上市   \n",
       " 29   5a1f7a7e703287905956079b05a.jpg           美股上市   \n",
       " 30   62eb17c74159a47d94f6a09104u.png            NaN   \n",
       " 31   5f8fa3bc8dbe6273dcf85e5e08u.png          D轮及以上   \n",
       " 32   5f8f986bdfb13a7dee342f2108u.jpg         沪深A股上市   \n",
       " 33   5e81a25837483e328d6b4acb01u.jpg          融资未公开   \n",
       " 34   62b917fafd62c54346e0081703u.jpg            已上市   \n",
       " 35   600e7297448a1b6f7d390d8201u.jpg            已上市   \n",
       " 36   62183bf27baba65dd5bc963f07u.png            已上市   \n",
       " 37   5f8fa3a78dbe6273dcf85e2608u.png          融资未公开   \n",
       " 38   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry comp.compId  \\\n",
       " 0   5bfe92c174719d9f609a7b9603a.png             计算机软件   2664546.0   \n",
       " 1   5bfe8edd74719d35745a548603a.png                制药   7932064.0   \n",
       " 2   628c584cb244352e0e92248608u.png          服装/纺织/皮革  13032765.0   \n",
       " 3   628c584cb244352e0e92248608u.png          服装/纺织/皮革  13032765.0   \n",
       " 4   54d1e9c6712e7147fd813b3801a.png                日化    873330.0   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png              IT服务         NaN   \n",
       " 6   5ed700f4ec4db462f82e4ddf01u.png               互联网   8361671.0   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png                日化         NaN   \n",
       " 8   5bfe8edd74719d35745a548603a.png                制药   7932064.0   \n",
       " 9   60e2fe0bf3df194a3c48adb502u.png              IT服务         NaN   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水         NaN   \n",
       " 11  5f30a76e556e7a7b1280cc3006u.png               互联网   9660700.0   \n",
       " 12  5ff42565bebf7311a41e860005u.png                游戏    803274.0   \n",
       " 13  612f1b02303e5d0d667cd9bb06u.png              咨询服务  12912133.0   \n",
       " 14  5bfea15d74719d2aa34c24f803a.png              IT服务   6629285.0   \n",
       " 15  5bfea15d74719d2aa34c24f803a.png              IT服务   6629285.0   \n",
       " 16  616e7903bbe0bb0ec5705fe401u.png                游戏   8307104.0   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png              IT服务         NaN   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png             计算机软件         NaN   \n",
       " 19  6260c4f2d16c9b55d258a16501u.png       电子/半导体/集成电路   9730786.0   \n",
       " 20  5f5af11af6d1ab584752271c08u.png                制药   8014813.0   \n",
       " 21  61b07937d0458d53c627567e02u.jpg              培训服务  12931963.0   \n",
       " 22  61b07937d0458d53c627567e02u.jpg          食品/饮料/酒水  13103111.0   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png               互联网         NaN   \n",
       " 24  5bfe98c474719df0ac99801b03a.png              IT服务   8638211.0   \n",
       " 25  6441ff67c063625b1d3bc6c104u.png                制药  12568645.0   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png               互联网         NaN   \n",
       " 27  5948f6cf70320c7ee1a312fc04a.jpg               互联网   8955108.0   \n",
       " 28  5bfe954674719dc6ed7416af03a.png               互联网    693385.0   \n",
       " 29  5a1f927370323b4a84a66ab305a.jpg              智能硬件   8510313.0   \n",
       " 30  60af42bdd7e0220766018e7304u.png              电子商务   9886227.0   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png             计算机软件         NaN   \n",
       " 32  5bfe8ee374719d35745a559203a.png              医疗器械   7893643.0   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png            专业技术服务         NaN   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png              医疗器械         NaN   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png              医疗器械         NaN   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png              医疗器械         NaN   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png            专业技术服务         NaN   \n",
       " 38  5d26aa823fa7ce27b2b2a75802u.jpg              工程施工  10016817.0   \n",
       " 39  5d26aa823fa7ce27b2b2a75802u.jpg              工程施工  10016817.0   \n",
       " \n",
       "       comp.compName                                 comp.link  comp.compScale  \n",
       " 0              汇丰软件   https://www.liepin.com/company/2664546/      2000-5000人  \n",
       " 1     广东环凯微生物科技有限公司   https://www.liepin.com/company/7932064/        100-499人  \n",
       " 2             斯凯奇中国  https://www.liepin.com/company/13032765/      2000-5000人  \n",
       " 3             斯凯奇中国  https://www.liepin.com/company/13032765/      2000-5000人  \n",
       " 4          广州宝洁有限公司    https://www.liepin.com/company/873330/        10000人以上  \n",
       " 5         某广州IT服务公司                                                  100-499人  \n",
       " 6    上海汉得信息技术股份有限公司   https://www.liepin.com/company/8361671/        10000人以上  \n",
       " 7        某国内大型快消品公司                                                2000-5000人  \n",
       " 8     广东环凯微生物科技有限公司   https://www.liepin.com/company/7932064/        100-499人  \n",
       " 9         某广州IT服务公司                                                  100-499人  \n",
       " 10  某广州大型食品/饮料/酒水公司                                               5000-10000人  \n",
       " 11     嫚熙控股(广州)有限公司   https://www.liepin.com/company/9660700/      1000-2000人  \n",
       " 12             广州百田    https://www.liepin.com/company/803274/        500-999人  \n",
       " 13  贝兰格投资咨询(广州)有限公司  https://www.liepin.com/company/12912133/          50-99人  \n",
       " 14        恩梯梯数据(中国)   https://www.liepin.com/company/6629285/      2000-5000人  \n",
       " 15        恩梯梯数据(中国)   https://www.liepin.com/company/6629285/      2000-5000人  \n",
       " 16     英雄互娱科技股份有限公司   https://www.liepin.com/company/8307104/      1000-2000人  \n",
       " 17            某知名公司                                                  100-499人  \n",
       " 18     某广州计算机软件上市公司                                               5000-10000人  \n",
       " 19             京邦集团   https://www.liepin.com/company/9730786/        100-499人  \n",
       " 20             昆翎医药   https://www.liepin.com/company/8014813/      1000-2000人  \n",
       " 21       广州秒音科技有限公司  https://www.liepin.com/company/12931963/          50-99人  \n",
       " 22       广州奥昆食品有限公司  https://www.liepin.com/company/13103111/      1000-2000人  \n",
       " 23       某广州大型互联网公司                                               5000-10000人  \n",
       " 24          思特奇信息技术   https://www.liepin.com/company/8638211/      2000-5000人  \n",
       " 25     江苏知原药业股份有限公司  https://www.liepin.com/company/12568645/        100-499人  \n",
       " 26       某广州大型互联网公司                                                1000-2000人  \n",
       " 27               希沃   https://www.liepin.com/company/8955108/      2000-5000人  \n",
       " 28              广联达    https://www.liepin.com/company/693385/      2000-5000人  \n",
       " 29        云米全屋互联网家电   https://www.liepin.com/company/8510313/      1000-2000人  \n",
       " 30             丹霄技术   https://www.liepin.com/company/9886227/        100-499人  \n",
       " 31       某广州计算机软件公司                                                  100-499人  \n",
       " 32           阳普医疗股份   https://www.liepin.com/company/7893643/        500-999人  \n",
       " 33          某国内知名公司                                               5000-10000人  \n",
       " 34      某大型知名医疗设备公司                                                  500-999人  \n",
       " 35      某广州医疗器械上市公司                                                  500-999人  \n",
       " 36      某广州医疗器械上市公司                                                  500-999人  \n",
       " 37    某国内大型专业技术服务公司                                               5000-10000人  \n",
       " 38  广东万方建设有限公司广州分公司  https://www.liepin.com/company/10016817/      1000-2000人  \n",
       " 39  广东万方建设有限公司广州分公司  https://www.liepin.com/company/10016817/      1000-2000人  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"44840683\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 1   {\"jobId\":\"57002441\",\"recruiterName\":\"毛先生\",\"job...   \n",
       " 2   {\"jobId\":\"53827269\",\"recruiterName\":\"范先生\",\"job...   \n",
       " 3   {\"jobId\":\"57680185\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 4   {\"jobId\":\"57565197\",\"recruiterName\":\"方女士\",\"job...   \n",
       " 5   {\"jobId\":\"57730045\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 6   {\"jobId\":\"55831037\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 7   {\"jobId\":\"48862553\",\"recruiterName\":\"邓先生\",\"job...   \n",
       " 8   {\"jobId\":\"57115027\",\"recruiterName\":\"杨先生\",\"job...   \n",
       " 9   {\"jobId\":\"45184165\",\"recruiterName\":\"邓女士\",\"job...   \n",
       " 10  {\"jobId\":\"44668403\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 11  {\"jobId\":\"50864053\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 12  {\"jobId\":\"45183609\",\"recruiterName\":\"邓女士\",\"job...   \n",
       " 13  {\"jobId\":\"44668045\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 14  {\"jobId\":\"57047973\",\"recruiterName\":\"唐先生\",\"job...   \n",
       " 15  {\"jobId\":\"42945925\",\"recruiterName\":\"冯女士\",\"job...   \n",
       " 16  {\"jobId\":\"44700479\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 17  {\"jobId\":\"54963405\",\"recruiterName\":\"杨先生\",\"job...   \n",
       " 18  {\"jobId\":\"45184031\",\"recruiterName\":\"邓女士\",\"job...   \n",
       " 19  {\"jobId\":\"57485259\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 20  {\"jobId\":\"42856367\",\"recruiterName\":\"崔女士\",\"job...   \n",
       " 21  {\"jobId\":\"45306653\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " 22  {\"jobId\":\"49046387\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 23  {\"jobId\":\"42931191\",\"recruiterName\":\"陆先生\",\"job...   \n",
       " 24  {\"jobId\":\"44719179\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 25  {\"jobId\":\"42213621\",\"recruiterName\":\"庞先生\",\"job...   \n",
       " 26  {\"jobId\":\"56719319\",\"recruiterName\":\"奚先生\",\"job...   \n",
       " 27  {\"jobId\":\"45184255\",\"recruiterName\":\"邓女士\",\"job...   \n",
       " 28  {\"jobId\":\"48269677\",\"recruiterName\":\"尹先生\",\"job...   \n",
       " 29  {\"jobId\":\"44668245\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 30  {\"jobId\":\"44721079\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 31  {\"jobId\":\"56099491\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 32  {\"jobId\":\"44391307\",\"recruiterName\":\"薛女士\",\"job...   \n",
       " 33  {\"jobId\":\"45306939\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " 34  {\"jobId\":\"56322183\",\"recruiterName\":\"何女士\",\"job...   \n",
       " 35  {\"jobId\":\"57310499\",\"recruiterName\":\"谭先生\",\"job...   \n",
       " 36  {\"jobId\":\"50523789\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 37  {\"jobId\":\"49318567\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 38  {\"jobId\":\"39571833\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 39  {\"jobId\":\"46355485\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " \n",
       "                                              dataInfo  recruiter.chatted  \\\n",
       " 0   %7B%22jobId%22%3A%2244840683%22%2C%22ckId%22%3...              False   \n",
       " 1   %7B%22jobId%22%3A%2257002441%22%2C%22ckId%22%3...              False   \n",
       " 2   %7B%22jobId%22%3A%2253827269%22%2C%22ckId%22%3...              False   \n",
       " 3   %7B%22jobId%22%3A%2257680185%22%2C%22ckId%22%3...              False   \n",
       " 4   %7B%22jobId%22%3A%2257565197%22%2C%22ckId%22%3...              False   \n",
       " 5   %7B%22jobId%22%3A%2257730045%22%2C%22ckId%22%3...              False   \n",
       " 6   %7B%22jobId%22%3A%2255831037%22%2C%22ckId%22%3...              False   \n",
       " 7   %7B%22jobId%22%3A%2248862553%22%2C%22ckId%22%3...              False   \n",
       " 8   %7B%22jobId%22%3A%2257115027%22%2C%22ckId%22%3...              False   \n",
       " 9   %7B%22jobId%22%3A%2245184165%22%2C%22ckId%22%3...              False   \n",
       " 10  %7B%22jobId%22%3A%2244668403%22%2C%22ckId%22%3...              False   \n",
       " 11  %7B%22jobId%22%3A%2250864053%22%2C%22ckId%22%3...              False   \n",
       " 12  %7B%22jobId%22%3A%2245183609%22%2C%22ckId%22%3...              False   \n",
       " 13  %7B%22jobId%22%3A%2244668045%22%2C%22ckId%22%3...              False   \n",
       " 14  %7B%22jobId%22%3A%2257047973%22%2C%22ckId%22%3...              False   \n",
       " 15  %7B%22jobId%22%3A%2242945925%22%2C%22ckId%22%3...              False   \n",
       " 16  %7B%22jobId%22%3A%2244700479%22%2C%22ckId%22%3...              False   \n",
       " 17  %7B%22jobId%22%3A%2254963405%22%2C%22ckId%22%3...              False   \n",
       " 18  %7B%22jobId%22%3A%2245184031%22%2C%22ckId%22%3...              False   \n",
       " 19  %7B%22jobId%22%3A%2257485259%22%2C%22ckId%22%3...              False   \n",
       " 20  %7B%22jobId%22%3A%2242856367%22%2C%22ckId%22%3...              False   \n",
       " 21  %7B%22jobId%22%3A%2245306653%22%2C%22ckId%22%3...              False   \n",
       " 22  %7B%22jobId%22%3A%2249046387%22%2C%22ckId%22%3...              False   \n",
       " 23  %7B%22jobId%22%3A%2242931191%22%2C%22ckId%22%3...              False   \n",
       " 24  %7B%22jobId%22%3A%2244719179%22%2C%22ckId%22%3...              False   \n",
       " 25  %7B%22jobId%22%3A%2242213621%22%2C%22ckId%22%3...              False   \n",
       " 26  %7B%22jobId%22%3A%2256719319%22%2C%22ckId%22%3...              False   \n",
       " 27  %7B%22jobId%22%3A%2245184255%22%2C%22ckId%22%3...              False   \n",
       " 28  %7B%22jobId%22%3A%2248269677%22%2C%22ckId%22%3...              False   \n",
       " 29  %7B%22jobId%22%3A%2244668245%22%2C%22ckId%22%3...              False   \n",
       " 30  %7B%22jobId%22%3A%2244721079%22%2C%22ckId%22%3...              False   \n",
       " 31  %7B%22jobId%22%3A%2256099491%22%2C%22ckId%22%3...              False   \n",
       " 32  %7B%22jobId%22%3A%2244391307%22%2C%22ckId%22%3...              False   \n",
       " 33  %7B%22jobId%22%3A%2245306939%22%2C%22ckId%22%3...              False   \n",
       " 34  %7B%22jobId%22%3A%2256322183%22%2C%22ckId%22%3...              False   \n",
       " 35  %7B%22jobId%22%3A%2257310499%22%2C%22ckId%22%3...              False   \n",
       " 36  %7B%22jobId%22%3A%2250523789%22%2C%22ckId%22%3...              False   \n",
       " 37  %7B%22jobId%22%3A%2249318567%22%2C%22ckId%22%3...              False   \n",
       " 38  %7B%22jobId%22%3A%2239571833%22%2C%22ckId%22%3...              False   \n",
       " 39  %7B%22jobId%22%3A%2246355485%22%2C%22ckId%22%3...              False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      张女士                     猎头顾问   \n",
       " 1                      毛先生                产品市场部门负责人   \n",
       " 2                      范先生                     hrbp   \n",
       " 3                      李先生                     产品经理   \n",
       " 4                      方女士                 高级人力资源经理   \n",
       " 5                      陈女士                     招聘专员   \n",
       " 6                      潘女士                       招聘   \n",
       " 7                      邓先生                     助理总监   \n",
       " 8                      杨先生                     产品总监   \n",
       " 9                      邓女士                     猎头顾问   \n",
       " 10                     张女士                     猎头顾问   \n",
       " 11                     王先生                   人力行政经理   \n",
       " 12                     邓女士                     猎头顾问   \n",
       " 13                     张女士                     猎头顾问   \n",
       " 14                     唐先生                     hrbp   \n",
       " 15                     冯女士                     猎头顾问   \n",
       " 16                     张先生                     猎头顾问   \n",
       " 17                     杨先生                     产品总监   \n",
       " 18                     邓女士                     猎头顾问   \n",
       " 19                     梁女士                   人力资源主管   \n",
       " 20                     崔女士                     猎头顾问   \n",
       " 21                     纪女士                     猎头顾问   \n",
       " 22                     王先生                       HR   \n",
       " 23                     陆先生                    招聘负责人   \n",
       " 24                     郭女士                     猎头顾问   \n",
       " 25                     庞先生                     招聘经理   \n",
       " 26                     奚先生                            \n",
       " 27                     邓女士                     猎头顾问   \n",
       " 28                     尹先生                市场经理-南中国区   \n",
       " 29                     张女士                     猎头顾问   \n",
       " 30                     郭女士                     猎头顾问   \n",
       " 31                     黄女士                  人力行政实习生   \n",
       " 32                     薛女士                     猎头顾问   \n",
       " 33                     纪女士                     猎头顾问   \n",
       " 34                     何女士                      HRD   \n",
       " 35                     谭先生                     招聘专员   \n",
       " 36                     王女士                            \n",
       " 37                     郑女士                   人力资源经理   \n",
       " 38                     许女士                     猎头顾问   \n",
       " 39                     陈女士                  人力资源负责人   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   2df4f75a3a35e5400504bb65d1d778f2                    2   \n",
       " 1   f71bb255c500fb869d19d059892ca5e1                    2   \n",
       " 2   38c3a95e68cbd430dd13b2a70973f04a                    2   \n",
       " 3   31c9566b499960f3f19be04c8fd8e210                    2   \n",
       " 4   4acca2cffc6204f40e33f8ac54fbf39e                    2   \n",
       " 5   26287541b217d9a2ad8732728d6065d6                    2   \n",
       " 6   07e5cad14c4c4814ae346a0da086e4d3                    2   \n",
       " 7   99c9294d84c822201806a0cca0964ad2                    2   \n",
       " 8   1c9b135d99b67a4355a0b6511a508218                    2   \n",
       " 9   715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 10  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       " 11  7cba8b6b91d0fa259427b88c78d2ff1f                    2   \n",
       " 12  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 13  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       " 14  0c57cbc7689dabf41acc4b10d8803776                    2   \n",
       " 15  4037e025d6233dba063dfc1b00f6daab                    2   \n",
       " 16  be8aa736d9e17c4baaa70b13e477f173                    2   \n",
       " 17  1c9b135d99b67a4355a0b6511a508218                    2   \n",
       " 18  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 19  771cd76556a28fdf9ccf3dc45f6d7696                    2   \n",
       " 20  5e0373e6511386c8e4cd5c055e1e05ce                    2   \n",
       " 21  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 22  db25c176f14e2e290f287de485347e8a                    2   \n",
       " 23  6e436276cab8b5d6ef38cb0ce6f46cd7                    2   \n",
       " 24  8513de5a55e5158f383f3da79799f0a9                    2   \n",
       " 25  883cd419b3e5fda8befa578784e31c32                    2   \n",
       " 26  c4fe34c94b6193594036597854bcf58c                    2   \n",
       " 27  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 28  8460eb8aca9b1fb5548179b4a860b4bd                    2   \n",
       " 29  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       " 30  08a0366bb20b27e67c654f08a5706743                    2   \n",
       " 31  4dd9c611f28fb31268c56fcc9b2af6cb                    2   \n",
       " 32  c9b86f5b02c93ab204612e645251413c                    2   \n",
       " 33  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 34  8aed3fbebcb0b1ee8091cff62ebe0c74                    2   \n",
       " 35  f7db13688dbb016edf514c63e89fb1b8                    2   \n",
       " 36  1797147fd0e6e2ff6acd98c2560acc8e                    2   \n",
       " 37  c635e4c1c786b8c4e37b0b202b2adc1c                    2   \n",
       " 38  d8f5060864f6918d2b1d8d3fa16dcfe7                    2   \n",
       " 39  612d2e8328d1f75dfdb07c5a03f49b8b                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   19c7e868788176ac418b574949a37e95   62e0979c08bee4201e5c8e8905u.jpg   \n",
       " 1   e09ee2a8ea68adcf7e560b67bbc66f71   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 2   3f165a98fe2bd8bb65cbf99d17e3ab3e   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 3   e337dbb1513a599a17e8728a9095f3f2   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 4   957da5d54f0e05cf25285db46809d2f1   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 5   eeb461b61aa8efefc2871738b2a018b8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   875ec2c317791511ec2f324f0d91531a   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 7   6a640f1ee733f50362c9c303e393b9df   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 8   c0e374fde64faf9fd285fc3f92448b7c   62df69adaa0cc2454789187401u.png   \n",
       " 9   0550448bc57129e0065e2cede573bc20   62d4b50f8604e32a3078ec5a02u.png   \n",
       " 10  0dfca8bd388cf67f1995baa6429364e4   6408280fb792580455b2e08001u.png   \n",
       " 11  447192a1f8361cbbaeca9d0effc98617   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 12  0550448bc57129e0065e2cede573bc20   62d4b50f8604e32a3078ec5a02u.png   \n",
       " 13  0dfca8bd388cf67f1995baa6429364e4   6408280fb792580455b2e08001u.png   \n",
       " 14  ccfec03b37ffd415c5298c6711b9e1c9   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 15  c6a8a0372e6bfe1401f45cbb073e9b2c   5de50b43cd52473b94eaf19102u.png   \n",
       " 16  e88f84eb1bf0414cfaf9e51545e80598   62f1ed513878472969282b6806u.jpg   \n",
       " 17  c0e374fde64faf9fd285fc3f92448b7c   62df69adaa0cc2454789187401u.png   \n",
       " 18  0550448bc57129e0065e2cede573bc20   62d4b50f8604e32a3078ec5a02u.png   \n",
       " 19  3fcd2f12b166bad5fdacd2bbba7fbaf4   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 20  fe99e12fea53845dd4a3bf0592e8e3ae   63034bf02e03d62b1aac1adf03u.jpg   \n",
       " 21  10f97c2455afd910fa874f00626b9602   642e8e49de25b83c3c8d509707u.png   \n",
       " 22  405bfa6de54e260948d480b8c16566fc   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 23  307251bc88addc9a54ad925b6794b753   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 24  60bb86a9d8c0d4bbd59b29a658464947   628de1efce47d226d180fe0003u.jpg   \n",
       " 25  cb4f864075f8397e2ebcc61831f46d45   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 26  6a38f9f262e1c6a84f66206ef8578fe5   5f8f986aea60860b75384fab08u.jpg   \n",
       " 27  0550448bc57129e0065e2cede573bc20   62d4b50f8604e32a3078ec5a02u.png   \n",
       " 28  6f57a32e50994e4647c9f796d9c872c4   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 29  0dfca8bd388cf67f1995baa6429364e4   6408280fb792580455b2e08001u.png   \n",
       " 30  ecfc2890d4a321e5d7ddbf9f3acfbeaf   62dd246f97bc68274c142fe101u.png   \n",
       " 31  93dd604f1509212fa3eb4df9e13b6d62   63ec2b240a1ead27bd40dc1505u.png   \n",
       " 32  d91d4cf32f3c576620a7cb48faf58b04  5fc5ad6f7d6477448760f33307u.jpeg   \n",
       " 33  10f97c2455afd910fa874f00626b9602   642e8e49de25b83c3c8d509707u.png   \n",
       " 34  99b29794fc8391da9daf7cc4297885a4   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35  42d729da7b77447d94ee8f73bffdc0cd   6423908b3bc4c916d465997108u.png   \n",
       " 36  b4e62c69708243ce8d86c9271f8d0f63   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  f1fd6c5c7f42fe50fead12fba1a626dd   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 38  1998655230b1ed9087902beb28cdf508   62cfb4fb75822248f540c7b201u.png   \n",
       " 39  1cb765d37bd0684eff1ae1f928339e0b   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " \n",
       "                                            job.labels  ...  \\\n",
       " 0                      [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  ...   \n",
       " 1                                   [汽车行业, 智能座舱, 车联网]  ...   \n",
       " 2                                        [海外, 手游, 电商]  ...   \n",
       " 3                                  [金融产品, to B, to C]  ...   \n",
       " 4               [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]  ...   \n",
       " 5   [供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 数据分析, 交互...  ...   \n",
       " 6                     [工具产品, 产品设计, Axure, 需求调研, 市场调研]  ...   \n",
       " 7   [工具产品, 交易产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...  ...   \n",
       " 8   [证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...  ...   \n",
       " 9   [海外产品, 硬件产品, 数据产品, 计算机软件, 智能硬件, 团队管理, 产品规划, 竞品...  ...   \n",
       " 10                                             [工具产品]  ...   \n",
       " 11  [供应链产品, 定价/竞价产品, 数据产品, IT互联网, 产品设计, 产品规划, 原型设计...  ...   \n",
       " 12  [数据产品, 计算机软件, IT互联网, 化学化工, 教育行业, 用户研究, 产品设计, 产...  ...   \n",
       " 13                                             [工具产品]  ...   \n",
       " 14                                [供应链产品, 后台产品, 中台产品]  ...   \n",
       " 15  [食品饮料, 产品规划, 产品设计, 团队管理, 产品优化, Axure, Visio, 市...  ...   \n",
       " 16  [数据产品, 安全产品, to C, 金融行业, 信息安全, 教育行业, 电子/半导体/集成...  ...   \n",
       " 17  [交易产品, 投资产品, 金融行业, 产品规划, 产品设计, 需求管理, 竞品分析, to ...  ...   \n",
       " 18  [数据产品, 硬件产品, 计算机软件, 企业服务, 智能硬件, 产品设计, 产品规划, 竞品...  ...   \n",
       " 19                              [旅游产品, to C, OTA, 英文]  ...   \n",
       " 20  [商业产品, 计算机软件, 通讯/网络设备, 产品规划, 产品优化, 用户研究, 团队管理,...  ...   \n",
       " 21                                       [中台产品, 平台产品]  ...   \n",
       " 22  [金融产品, 交易产品, 工具产品, 金融行业, 需求分析, 产品规划, 产品设计, 数据分...  ...   \n",
       " 23                         [axure, xmind, b端产品, 需求分析]  ...   \n",
       " 24       [物流/仓储, 电商产品, 服装类, Visio, Axure, Xmind, SQL]  ...   \n",
       " 25                                             [产品规划]  ...   \n",
       " 26                                                 []  ...   \n",
       " 27  [硬件产品, 电商产品, 硬件系统集成, 家电行业, 智能硬件, 需求挖掘, 产品优化, 市...  ...   \n",
       " 28                                             [策略产品]  ...   \n",
       " 29                                             [工具产品]  ...   \n",
       " 30  [供应链产品, 电商产品, 物流快递, 交通/运输/物流, IT互联网, 皮革/纺织/服装,...  ...   \n",
       " 31              [需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]  ...   \n",
       " 32  [产品规划, 产品设计, Axure, 需求分析, 金融行业, 工具产品, 竞品分析, to...  ...   \n",
       " 33                    [中台产品, 平台产品, 供应链产品, 产品优化, 产品设计]  ...   \n",
       " 34                                       [产品设计, 数据分析]  ...   \n",
       " 35                                             [生物科技]  ...   \n",
       " 36                                                 []  ...   \n",
       " 37                                                 []  ...   \n",
       " 38                                 [硬件产品, 产品管理, 产品研发]  ...   \n",
       " 39              [工具产品, IT互联网, 产品设计, 原型设计, 产品规划, 用户研究]  ...   \n",
       " \n",
       "    job.requireWorkYears comp.compScale   comp.compName comp.compStage  \\\n",
       " 0                  3-5年       500-999人     某广州医疗设备上市公司            已上市   \n",
       " 1                  3-5年       100-499人            星河智联            NaN   \n",
       " 2                 5-10年       100-499人    上海丰凡文化传媒有限公司             其他   \n",
       " 3                  3-5年    5000-10000人            广发证券            已上市   \n",
       " 4                  1-3年       100-499人  广州越秀金融控股集团有限公司            NaN   \n",
       " 5                  3-5年     2000-5000人            赛意信息          创业板上市   \n",
       " 6                  3-5年         50-99人      广州加之科技有限公司          融资未公开   \n",
       " 7                  3-5年    5000-10000人            广发证券            已上市   \n",
       " 8                  3-5年    5000-10000人            广发证券            已上市   \n",
       " 9                  3-5年    5000-10000人    某广州计算机软件上市公司            已上市   \n",
       " 10                 1-3年       100-499人       某广州电子商务公司             其他   \n",
       " 11                 3-5年       500-999人   广东省国际工程咨询有限公司            NaN   \n",
       " 12                 3-5年    5000-10000人    某广州计算机软件上市公司            已上市   \n",
       " 13                 1-3年       100-499人       某广州电子商务公司             其他   \n",
       " 14                5-10年    5000-10000人           SHEIN            NaN   \n",
       " 15                5-10年       10000人以上         某食品有限公司            已上市   \n",
       " 16                 经验不限       100-499人    某国内计算机软件上市公司            已上市   \n",
       " 17                 3-5年    5000-10000人            广发证券            已上市   \n",
       " 18                 3-5年    5000-10000人    某广州计算机软件上市公司            已上市   \n",
       " 19                 1-3年     1000-2000人             租租车             D轮   \n",
       " 20                 3-5年       100-499人         某音乐科技公司          融资未公开   \n",
       " 21                5-10年       100-499人       某广州IT服务公司            NaN   \n",
       " 22                 3-5年    5000-10000人            广发证券            已上市   \n",
       " 23                 经验不限       500-999人            广发基金            NaN   \n",
       " 24                5-10年    5000-10000人      某广州大型互联网公司            NaN   \n",
       " 25                 1-3年       500-999人             一品红         沪深A股上市   \n",
       " 26                 3-5年       500-999人  上海睿昂基因科技股份有限公司          科创板上市   \n",
       " 27                 3-5年    5000-10000人    某广州计算机软件上市公司            已上市   \n",
       " 28                 经验不限     1000-2000人        康方药业有限公司            NaN   \n",
       " 29                 1-3年       100-499人       某广州电子商务公司             其他   \n",
       " 30                5-10年       10000人以上       某大型电子商务公司            NaN   \n",
       " 31                 1-3年     1000-2000人    广东森宝文化实业有限公司            NaN   \n",
       " 32                 3-5年       500-999人         某知名基金公司             A轮   \n",
       " 33                5-10年       100-499人       某广州IT服务公司            NaN   \n",
       " 34                 3-5年     1000-2000人            探迹科技             B轮   \n",
       " 35                 1-3年       100-499人            态创生物             A轮   \n",
       " 36                 3-5年       100-499人            泉能药业            NaN   \n",
       " 37                 3-5年       100-499人            泉能药业            NaN   \n",
       " 38                5-10年       500-999人      某大型计算机软件公司          融资未公开   \n",
       " 39                 1-3年       100-499人    广州天迅网络科技有限公司          融资未公开   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png              医疗器械   \n",
       " 1   61a8328708dd5638aa9ca74806u.png              人工智能   \n",
       " 2   5faa454b1fcf636a62fa72b406u.png          广告/公关/会展   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 4   61b07937d0458d53c627567e02u.jpg          基金/证券/期货   \n",
       " 5   5d1ea8a63ee8b11dd4aa762703u.png             计算机软件   \n",
       " 6   624d42f8fc5aba59488d8a1a05u.png             计算机软件   \n",
       " 7   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 8   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 9   60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png              电子商务   \n",
       " 11  5bfe987274719df0ac996f4203a.png            专业技术服务   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png              电子商务   \n",
       " 14  5c64c511261c45f22d50d39303u.png               互联网   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png              农林牧渔   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 17  5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 19  59b6035970324a7f8c9d651306a.jpg               互联网   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png            互联网/电商   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 22  5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   \n",
       " 23  59521e0c703287e466cf3ed205a.jpg          基金/证券/期货   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 25  60f0012c66b5e17b60aa022905u.png                制药   \n",
       " 26  5e0d63d829d83a675436d93a02u.png              医疗器械   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 28  5ff685278ad5277f6add7a0205u.png                制药   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png              电子商务   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png              电子商务   \n",
       " 31  61a5bb22f96ca95918aa2e9206u.png               工艺品   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png          基金/证券/投资   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 34  639937af821c6d513110e83301u.png               互联网   \n",
       " 35  61b07937d0458d53c627567e02u.jpg              生物技术   \n",
       " 36  6204d5c82d249250e33f030008u.png                制药   \n",
       " 37  6204d5c82d249250e33f030008u.png                制药   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 39  5bfea0bd74719d2aa34c05b003a.png             计算机软件   \n",
       " \n",
       "                                    comp.link  job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                                                         NaN             NaN   \n",
       " 1   https://www.liepin.com/company/12518807/                                    \n",
       " 2   https://www.liepin.com/company/12454465/                                    \n",
       " 3    https://www.liepin.com/company/1421537/                                    \n",
       " 4    https://www.liepin.com/company/8136395/                                    \n",
       " 5     https://www.liepin.com/company/170110/                                    \n",
       " 6   https://www.liepin.com/company/13181035/                                    \n",
       " 7    https://www.liepin.com/company/1421537/                                    \n",
       " 8    https://www.liepin.com/company/1421537/                                    \n",
       " 9                                                         NaN             NaN   \n",
       " 10                                                        NaN             NaN   \n",
       " 11   https://www.liepin.com/company/9249822/                                    \n",
       " 12                                                        NaN             NaN   \n",
       " 13                                                        NaN             NaN   \n",
       " 14   https://www.liepin.com/company/8706847/                                    \n",
       " 15                                                        NaN             NaN   \n",
       " 16                                                        NaN             NaN   \n",
       " 17   https://www.liepin.com/company/1421537/                                    \n",
       " 18                                                        NaN             NaN   \n",
       " 19   https://www.liepin.com/company/8082331/                                    \n",
       " 20                                                        NaN             NaN   \n",
       " 21                                                        NaN             NaN   \n",
       " 22   https://www.liepin.com/company/1421537/                                    \n",
       " 23   https://www.liepin.com/company/8634680/                                    \n",
       " 24                                                        NaN             NaN   \n",
       " 25   https://www.liepin.com/company/8788514/                                    \n",
       " 26   https://www.liepin.com/company/9876495/                                    \n",
       " 27                                                        NaN             NaN   \n",
       " 28  https://www.liepin.com/company/12258551/                                    \n",
       " 29                                                        NaN             NaN   \n",
       " 30                                                        NaN             NaN   \n",
       " 31  https://www.liepin.com/company/13001749/                                    \n",
       " 32                                                        NaN             NaN   \n",
       " 33                                                        NaN             NaN   \n",
       " 34   https://www.liepin.com/company/8836020/                                    \n",
       " 35  https://www.liepin.com/company/13113895/                                    \n",
       " 36   https://www.liepin.com/company/8770675/                                    \n",
       " 37   https://www.liepin.com/company/8770675/                                    \n",
       " 38                                                        NaN             NaN   \n",
       " 39   https://www.liepin.com/company/9257569/                                    \n",
       " \n",
       "     comp.compId  \n",
       " 0           NaN  \n",
       " 1    12518807.0  \n",
       " 2    12454465.0  \n",
       " 3     1421537.0  \n",
       " 4     8136395.0  \n",
       " 5      170110.0  \n",
       " 6    13181035.0  \n",
       " 7     1421537.0  \n",
       " 8     1421537.0  \n",
       " 9           NaN  \n",
       " 10          NaN  \n",
       " 11    9249822.0  \n",
       " 12          NaN  \n",
       " 13          NaN  \n",
       " 14    8706847.0  \n",
       " 15          NaN  \n",
       " 16          NaN  \n",
       " 17    1421537.0  \n",
       " 18          NaN  \n",
       " 19    8082331.0  \n",
       " 20          NaN  \n",
       " 21          NaN  \n",
       " 22    1421537.0  \n",
       " 23    8634680.0  \n",
       " 24          NaN  \n",
       " 25    8788514.0  \n",
       " 26    9876495.0  \n",
       " 27          NaN  \n",
       " 28   12258551.0  \n",
       " 29          NaN  \n",
       " 30          NaN  \n",
       " 31   13001749.0  \n",
       " 32          NaN  \n",
       " 33          NaN  \n",
       " 34    8836020.0  \n",
       " 35   13113895.0  \n",
       " 36    8770675.0  \n",
       " 37    8770675.0  \n",
       " 38          NaN  \n",
       " 39    9257569.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2245405873%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2256785003%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2257735185%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2243999439%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2252498849%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2245369359%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2243004537%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2256770509%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2251048941%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2256225017%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2249537919%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2257772603%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2257136545%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2243557897%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2241099567%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2248690283%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2249548525%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2256102455%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2244414001%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2252258307%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2243414645%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2248652943%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2254408965%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2242064969%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2232900145%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2255907133%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2246860665%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2236463011%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2249657973%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2254789743%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2243926033%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2239779721%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2244214737%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2226971885%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2247448393%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2227782479%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2281941%22%2C%22ckId%22%3A%2...   \n",
       " 37  %7B%22jobId%22%3A%2244615305%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2226144013%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2248275101%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45405873\",\"recruiterName\":\"周先生\",\"job...   \n",
       " 1   {\"jobId\":\"56785003\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 2   {\"jobId\":\"57735185\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 3   {\"jobId\":\"43999439\",\"recruiterName\":\"徐女士\",\"job...   \n",
       " 4   {\"jobId\":\"52498849\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 5   {\"jobId\":\"45369359\",\"recruiterName\":\"谢先生\",\"job...   \n",
       " 6   {\"jobId\":\"43004537\",\"recruiterName\":\"秦先生\",\"job...   \n",
       " 7   {\"jobId\":\"56770509\",\"recruiterName\":\"邓先生\",\"job...   \n",
       " 8   {\"jobId\":\"51048941\",\"recruiterName\":\"罗女士\",\"job...   \n",
       " 9   {\"jobId\":\"56225017\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 10  {\"jobId\":\"49537919\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 11  {\"jobId\":\"57772603\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 12  {\"jobId\":\"57136545\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 13  {\"jobId\":\"43557897\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 14  {\"jobId\":\"41099567\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 15  {\"jobId\":\"48690283\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 16  {\"jobId\":\"49548525\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 17  {\"jobId\":\"56102455\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 18  {\"jobId\":\"44414001\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 19  {\"jobId\":\"52258307\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 20  {\"jobId\":\"43414645\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 21  {\"jobId\":\"48652943\",\"recruiterName\":\"文饶\",\"jobK...   \n",
       " 22  {\"jobId\":\"54408965\",\"recruiterName\":\"周先生\",\"job...   \n",
       " 23  {\"jobId\":\"42064969\",\"recruiterName\":\"贺女士\",\"job...   \n",
       " 24  {\"jobId\":\"32900145\",\"recruiterName\":\"江女士\",\"job...   \n",
       " 25  {\"jobId\":\"55907133\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 26  {\"jobId\":\"46860665\",\"recruiterName\":\"麦女士\",\"job...   \n",
       " 27  {\"jobId\":\"36463011\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 28  {\"jobId\":\"49657973\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 29  {\"jobId\":\"54789743\",\"recruiterName\":\"洪女士\",\"job...   \n",
       " 30  {\"jobId\":\"43926033\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 31  {\"jobId\":\"39779721\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 32  {\"jobId\":\"44214737\",\"recruiterName\":\"秦先生\",\"job...   \n",
       " 33  {\"jobId\":\"26971885\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 34  {\"jobId\":\"47448393\",\"recruiterName\":\"钟先生\",\"job...   \n",
       " 35  {\"jobId\":\"27782479\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 36  {\"jobId\":\"81941\",\"recruiterName\":\"陈映良\",\"jobKin...   \n",
       " 37  {\"jobId\":\"44615305\",\"recruiterName\":\"金女士\",\"job...   \n",
       " 38  {\"jobId\":\"26144013\",\"recruiterName\":\"闻先生\",\"job...   \n",
       " 39  {\"jobId\":\"48275101\",\"recruiterName\":\"蒋女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0                                              [金融产品]  45405873      40-70k   \n",
       " 1                       [跨境电商, 照明类产品, 充电类产品, 生活家居用品类]  56785003      15-24k   \n",
       " 2                                [硬件产品, 硬件系统集成, 产品规划]  57735185  15-25k·13薪   \n",
       " 3                                    [985, 211, 技术经理]  43999439  25-30k·30薪   \n",
       " 4                          [电商产品经理 , ERP产品经理, 跨境电商行业]  52498849  12-25k·14薪   \n",
       " 5                                                [游戏]  45369359  20-35k·16薪   \n",
       " 6                                          [NFC, 一卡通]  43004537      20-30k   \n",
       " 7                                                  []  56770509      15-24k   \n",
       " 8                            [产品规划, 团队管理, 产品优化, 市场调研]  51048941  18-25k·14薪   \n",
       " 9   [硬件产品, 增长产品, IT互联网, 人工智能, 智能硬件, 硬件系统集成, 用户研究, ...  56225017      20-35k   \n",
       " 10  [电商产品, SaaS产品, CRM产品, 电子商务, IT互联网, 消费品, Xmind,...  49537919  15-25k·14薪   \n",
       " 11     [Xmind, 原型设计, 需求分析, 产品设计, IT互联网, 计算机软件, Axure]  57772603      10-20k   \n",
       " 12  [交易产品, 金融产品, 工具产品, 金融行业, 产品设计, 产品规划, 需求分析, 数据分...  57136545  30-35k·18薪   \n",
       " 13                                   [电商产品, 社交产品, 直播]  43557897  13-20k·13薪   \n",
       " 14                                 [产品设计, 数据分析, 课程产品]  41099567  18-25k·13薪   \n",
       " 15                 [TMS系统, WMS系统, OMS, SaaS系统, ERP系统]  48690283  20-30k·14薪   \n",
       " 16  [电商产品, CRM产品, SaaS系统, CRM系统, to C, to B, 产品设计,...  49548525  15-25k·14薪   \n",
       " 17       [Visio, Axure, 产品设计, 工具产品, 需求挖掘, 原型设计, 产品规划]  56102455  17-25k·13薪   \n",
       " 18                                      [3C, 亚马逊, 精品]  44414001      30-50k   \n",
       " 19  [社交产品, 海外产品, 移动端产品, 产品规划, 竞品分析, 需求分析, 用户研究, 市场...  52258307      20-35k   \n",
       " 20  [交易产品, 金融产品, 工具产品, 金融行业, 产品规划, 需求分析, 产品设计, 数据分...  43414645  30-35k·18薪   \n",
       " 21  [广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]  48652943      15-30k   \n",
       " 22                     [语音产品, 产品规划, 产品设计, 竞品分析, 社交产品]  54408965      20-40k   \n",
       " 23             [ppt, 架构设计, axure, visio, xmind, 数据分析]  42064969  20-40k·14薪   \n",
       " 24                           [电商产品, 跨境电商, 电子商务, 团队管理]  32900145       8-15k   \n",
       " 25                                                 []  55907133  20-30k·14薪   \n",
       " 26                                [供应链产品, 电子商务, to B]  46860665  20-40k·14薪   \n",
       " 27                                       [产品设计, 需求分析]  36463011  30-40k·18薪   \n",
       " 28                                             [to B]  49657973      20-25k   \n",
       " 29                    [商业产品, 计算机软件, 产品规划, 用户研究, 产品设计]  54789743      14-17k   \n",
       " 30        [axure, 产品设计, visio, xmind, o2o, ppt, 需求分析]  43926033  12-18k·13薪   \n",
       " 31                              [axure, visio, xmind]  39779721      15-20k   \n",
       " 32                                 [数据分析, 需求分析, 数据产品]  44214737      15-20k   \n",
       " 33                    [产品设计, axure, visio, ppt, 需求分析]  26971885      15-30k   \n",
       " 34  [电商产品, IT互联网, 电子商务, 产品设计, 移动端产品, 产品优化, 用户研究, 产...  47448393      15-25k   \n",
       " 35                                             [数据分析]  27782479  12-15k·13薪   \n",
       " 36                                                 []     81941          面议   \n",
       " 37                                              [ppt]  44615305      12-24k   \n",
       " 38                                             [产品设计]  26144013  20-33k·14薪   \n",
       " 39                      [产品规划, 云平台, 软硬件集成, 从0到1的规划产品]  48275101      15-20k   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob                   job.title  \\\n",
       " 0       广州           1       False                    金融科技产品经理   \n",
       " 1   广州-白云区           2       False             硬件产品经理（双休+五险一金）   \n",
       " 2   广州-天河区           2       False                      海外产品经理   \n",
       " 3       广州           1       False                   金融科技产品经理岗   \n",
       " 4   广州-白云区           2       False            ERP产品经理（跨境电商-双休）   \n",
       " 5   广州-天河区           1       False           高级项目管理PM（游戏研发）-正编   \n",
       " 6       广州           1       False                        产品经理   \n",
       " 7   广州-白云区           2       False             硬件产品经理（双休+五险一金）   \n",
       " 8   广州-天河区           2       False                        产品经理   \n",
       " 9   广州-越秀区           2       False                      高级产品经理   \n",
       " 10  广州-番禺区           2       False                      电商产品经理   \n",
       " 11  广州-海珠区           2       False                        产品经理   \n",
       " 12  广州-天河区           2       False                        产品经理   \n",
       " 13  广州-白云区           1       False      社交电商产品经理/港企正编/双休生活工作平衡   \n",
       " 14  广州-天河区           2       False                      高级产品经理   \n",
       " 15  广州-番禺区           2       False  高级产品经理（物流/商家系统） (MJ006079)   \n",
       " 16  广州-番禺区           2       False                    产品经理（电商）   \n",
       " 17  广州-黄埔区           2       False                      软件产品经理   \n",
       " 18      广州           1       False                        产品经理   \n",
       " 19  广州-天河区           2       False               海外社交产品经理（APP）   \n",
       " 20      广州           1       False                        产品经理   \n",
       " 21  广州-海珠区           2       False                        产品经理   \n",
       " 22  广州-番禺区           2       False                        产品经理   \n",
       " 23  广州-番禺区           2       False        高级TMS产品经理 (MJ003188)   \n",
       " 24      广州           2       False               跨境电商产品经理（汽配类）   \n",
       " 25  广州-天河区           2       False                  产品经理（平板笔电）   \n",
       " 26  广州-番禺区           2       False        高级TMS产品经理 (MJ005645)   \n",
       " 27      广州           2       False                        产品经理   \n",
       " 28  广州-天河区           2       False                      高级产品经理   \n",
       " 29  广州-天河区           2       False              储备产品经理(J10823)   \n",
       " 30  广州-天河区           2       False                      电商产品经理   \n",
       " 31  广州-番禺区           2       False                        产品经理   \n",
       " 32      广州           2       False                        产品经理   \n",
       " 33  广州-黄埔区           2       False                        产品经理   \n",
       " 34      广州           2       False                        产品经理   \n",
       " 35  广州-天河区           2       False                      高级产品经理   \n",
       " 36      广州           5       False                        产品经理   \n",
       " 37      广州           2       False                        产品经理   \n",
       " 38      广州           2       False                      人脸产品经理   \n",
       " 39  广州-番禺区           2       False                      高级产品经理   \n",
       " \n",
       "    job.refreshTime  ...          recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0   20230418162645  ...   62821ecfeda5af0f27fb6bd301u.jpg             A轮   \n",
       " 1   20230411102848  ...   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 2   20230412115545  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 3   20230302103842  ...   6407001a6fdcaf7999f1d0eb03u.png             A轮   \n",
       " 4   20230420090729  ...   5f8f986779c7cc70efbf36c008u.jpg          融资未公开   \n",
       " 5   20230418144859  ...   5f8fa3a6f6d1ab58476f322808u.png          融资未公开   \n",
       " 6   20230131145853  ...   625e156c9acaf0067ad22cbb08u.jpg          融资未公开   \n",
       " 7   20230307170621  ...   5f8f986aea60860b75384fab08u.jpg            NaN   \n",
       " 8   20230412091548  ...   5f8f9866dfb13a7dee342f1808u.jpg             其他   \n",
       " 9   20230421112519  ...   5f8f9865ea60860b75384fa508u.jpg             B轮   \n",
       " 10  20230412165619  ...   5f8f986779c7cc70efbf36c008u.jpg             B轮   \n",
       " 11  20230418121915  ...   5f8f98648dbe6273dcf8515508u.jpg          融资未公开   \n",
       " 12  20230321102100  ...   6410249addf92b4917f8ad5c02u.png            NaN   \n",
       " 13  20230216133232  ...   62c6abbf1551f613ff3fa49a08u.png          融资未公开   \n",
       " 14  20230412204746  ...   63d9b36f06756b49cc3b8ea904u.png             B轮   \n",
       " 15  20221114195555  ...   6177ec2531094f075862dc6703u.png            NaN   \n",
       " 16  20230412165619  ...   5f8f986779c7cc70efbf36c008u.jpg             B轮   \n",
       " 17  20230214164326  ...   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 18  20230315111701  ...   5ec0edeb4ff090104e4f12b805u.png          不需要融资   \n",
       " 19  20230321145153  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 20  20230213102455  ...   54d0c291712e894a54c76f2b01a.jpg          融资未公开   \n",
       " 21  20230310175540  ...   5f8f986c79c7cc70efbf36c808u.jpg            NaN   \n",
       " 22  20221124165359  ...   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 23  20221107164047  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 24  20221207141404  ...   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 25  20230414174226  ...  6439402ee196e6477963fec101u.jpeg            NaN   \n",
       " 26  20221114195350  ...   61b2cced946f8b1203a09d3a05u.jpg            NaN   \n",
       " 27  20210302162200  ...   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 28  20220721212449  ...   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 29  20221201000625  ...   5f8f98648dbe6273dcf8515508u.jpg             B轮   \n",
       " 30  20211022104329  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 31  20210603103127  ...   5f8f986779c7cc70efbf36c008u.jpg            已上市   \n",
       " 32  20211025125038  ...   5f8f986c79c7cc70efbf36c808u.jpg             B轮   \n",
       " 33  20200326105707  ...   5f8f98698dbe6273dcf8516008u.jpg            NaN   \n",
       " 34  20220224164403  ...   5f8f986aea60860b75384fab08u.jpg          融资未公开   \n",
       " 35  20200426160651  ...   5f8f9866dfb13a7dee342f1808u.jpg          融资未公开   \n",
       " 36  20211228185506  ...   62284d7deb597f4086bdf39402u.png            NaN   \n",
       " 37  20211108093935  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 38  20211201094740  ...   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市   \n",
       " 39  20220323075110  ...   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " \n",
       "                       comp.compLogo    comp.compName  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png      某国内大型基金证券公司   \n",
       " 1   6407f5d3a62c5e5a8dcc4aeb06u.png            泰容亿科技   \n",
       " 2   640004a57c10f953d8f3b1b402u.png             立林科技   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png  某国内大型基金/证券/期货公司   \n",
       " 4   5b0e3c998e50f134ce5730b604a.jpg     广州盛为电子商务有限公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png         某大型互联网公司   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png       某广州大型互联网公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg             磐世科技   \n",
       " 8   62cce7384254545aa5a9dd4804u.png   无穷食品制造(广东)有限公司   \n",
       " 9   61078f5bf47bf708a93fb33e03u.png             拿火音乐   \n",
       " 10  639937af821c6d513110e83301u.png             探迹科技   \n",
       " 11  5bfe9a5874719df0ac99cfa203a.png             玖晔网络   \n",
       " 12  61b07937d0458d53c627567e02u.jpg    深圳市骏景装卸服务有限公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png  某国内大型食品/饮料/日化公司   \n",
       " 14  5c2dd4d5570cb1037dc5f1b606u.png               千聊   \n",
       " 15  5c64c511261c45f22d50d39303u.png            SHEIN   \n",
       " 16  639937af821c6d513110e83301u.png             探迹科技   \n",
       " 17  61b07937d0458d53c627567e02u.jpg             云山能源   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png        某广州电子商务公司   \n",
       " 19  630ddf4f857bcf241aa958d806u.png             氢氧元素   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png          某人力咨询公司   \n",
       " 21  624a9b1378302f2c469582d607u.png           广州乐牛游戏   \n",
       " 22  61b07937d0458d53c627567e02u.jpg   虚幻矩阵(深圳)科技有限公司   \n",
       " 23  5c64c511261c45f22d50d39303u.png            SHEIN   \n",
       " 24  5bfe99a174719df0ac99ac3903a.png    广州广颖创网络科技有限公司   \n",
       " 25  5cece8199fae687d437913a708u.png            Qinda   \n",
       " 26  5c64c511261c45f22d50d39303u.png            SHEIN   \n",
       " 27  5bfe908f74719d35745aa94c03a.png            碧桂园集团   \n",
       " 28  5bfe9f9274719d2aa34bcbd203a.png             东信北邮   \n",
       " 29  63b4d9f0a0380858a9711da306u.png             嘉为科技   \n",
       " 30  61b07937d0458d53c627567e02u.jpg  顺鹿(珠海)智能机器人有限公司   \n",
       " 31  5ed700f4ec4db462f82e4ddf01u.png   上海汉得信息技术股份有限公司   \n",
       " 32  639937af821c6d513110e83301u.png             探迹科技   \n",
       " 33  61b07937d0458d53c627567e02u.jpg    广州学魁榜信息科技有限公司   \n",
       " 34  606d59958d904e76c73870ea05u.png     广东速狐信息科技有限公司   \n",
       " 35  61b07937d0458d53c627567e02u.jpg    福建省融汇信息科技有限公司   \n",
       " 36  59521e0c703287e466cf3ed205a.jpg             广发基金   \n",
       " 37  61b07937d0458d53c627567e02u.jpg  广州试界医学检验实验室有限公司   \n",
       " 38  5bfea4ec74719d2aa34cd0ba03a.png     佳都科技集团股份有限公司   \n",
       " 39  61b07937d0458d53c627567e02u.jpg      广州雅滋乐科技有限公司   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \\\n",
       " 0                                                  500-999人          基金/证券/期货   \n",
       " 1   https://www.liepin.com/company/13450471/                             电子商务   \n",
       " 2    https://www.liepin.com/company/5998859/    5000-10000人       电子/半导体/集成电路   \n",
       " 3                                                  500-999人          基金/证券/期货   \n",
       " 4    https://www.liepin.com/company/9575786/       100-499人               互联网   \n",
       " 5                                                  10000人以上               互联网   \n",
       " 6                                                1000-2000人               互联网   \n",
       " 7   https://www.liepin.com/company/13448295/                              NaN   \n",
       " 8   https://www.liepin.com/company/13255271/    5000-10000人          食品/饮料/酒水   \n",
       " 9   https://www.liepin.com/company/12839463/       100-499人            科技推广服务   \n",
       " 10   https://www.liepin.com/company/8836020/     1000-2000人               互联网   \n",
       " 11   https://www.liepin.com/company/8681801/         50-99人              科技金融   \n",
       " 12  https://www.liepin.com/company/13467073/       100-499人          货运/物流/仓储   \n",
       " 13                                               2000-5000人          食品/饮料/酒水   \n",
       " 14   https://www.liepin.com/company/8975743/       500-999人           在线社交/媒体   \n",
       " 15   https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 16   https://www.liepin.com/company/8836020/     1000-2000人               互联网   \n",
       " 17  https://www.liepin.com/company/12719461/         50-99人              通信设备   \n",
       " 18                                                    1-49人              电子商务   \n",
       " 19  https://www.liepin.com/company/13304319/         50-99人               互联网   \n",
       " 20                                               2000-5000人              人力资源   \n",
       " 21   https://www.liepin.com/company/8166526/       500-999人                游戏   \n",
       " 22  https://www.liepin.com/company/13359817/         50-99人               互联网   \n",
       " 23   https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 24   https://www.liepin.com/company/8805672/       500-999人              电子商务   \n",
       " 25   https://www.liepin.com/company/7956379/       100-499人             机械/设备   \n",
       " 26   https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 27   https://www.liepin.com/company/2485521/       10000人以上           房地产开发经营   \n",
       " 28   https://www.liepin.com/company/7987284/     1000-2000人              通信设备   \n",
       " 29   https://www.liepin.com/company/8635284/       500-999人              IT服务   \n",
       " 30  https://www.liepin.com/company/12578057/          1-49人            专业技术服务   \n",
       " 31   https://www.liepin.com/company/8361671/       10000人以上               互联网   \n",
       " 32   https://www.liepin.com/company/8836020/     1000-2000人               互联网   \n",
       " 33  https://www.liepin.com/company/12188507/          1-49人             计算机软件   \n",
       " 34  https://www.liepin.com/company/12677101/          1-49人             计算机软件   \n",
       " 35  https://www.liepin.com/company/12221021/       100-499人            专业技术服务   \n",
       " 36                                       NaN       500-999人          基金/证券/期货   \n",
       " 37  https://www.liepin.com/company/12984749/          1-49人            专业技术服务   \n",
       " 38   https://www.liepin.com/company/2115085/     2000-5000人             计算机软件   \n",
       " 39  https://www.liepin.com/company/13166217/          1-49人               互联网   \n",
       " \n",
       "    job.pcOuterLink  job.h5OuterLink comp.compId  \n",
       " 0              NaN              NaN         NaN  \n",
       " 1                                    13450471.0  \n",
       " 2                                     5998859.0  \n",
       " 3              NaN              NaN         NaN  \n",
       " 4                                     9575786.0  \n",
       " 5              NaN              NaN         NaN  \n",
       " 6              NaN              NaN         NaN  \n",
       " 7                                    13448295.0  \n",
       " 8                                    13255271.0  \n",
       " 9                                    12839463.0  \n",
       " 10                                    8836020.0  \n",
       " 11                                    8681801.0  \n",
       " 12                                   13467073.0  \n",
       " 13             NaN              NaN         NaN  \n",
       " 14                                    8975743.0  \n",
       " 15                                    8706847.0  \n",
       " 16                                    8836020.0  \n",
       " 17                                   12719461.0  \n",
       " 18             NaN              NaN         NaN  \n",
       " 19                                   13304319.0  \n",
       " 20             NaN              NaN         NaN  \n",
       " 21                                    8166526.0  \n",
       " 22                                   13359817.0  \n",
       " 23                                    8706847.0  \n",
       " 24                                    8805672.0  \n",
       " 25                                    7956379.0  \n",
       " 26                                    8706847.0  \n",
       " 27                                    2485521.0  \n",
       " 28                                    7987284.0  \n",
       " 29                                    8635284.0  \n",
       " 30                                   12578057.0  \n",
       " 31                                    8361671.0  \n",
       " 32                                    8836020.0  \n",
       " 33                                   12188507.0  \n",
       " 34                                   12677101.0  \n",
       " 35                                   12221021.0  \n",
       " 36             NaN              NaN   8634680.0  \n",
       " 37                                   12984749.0  \n",
       " 38                                    2115085.0  \n",
       " 39                                   13166217.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " 18  {\"jobId\":\"33472569\",\"userId\":\"eb1ba16168084c7f...   \n",
       " 19  {\"jobId\":\"46557423\",\"userId\":\"a2d2354bf657634e...   \n",
       " 20  {\"jobId\":\"56606627\",\"userId\":\"fe24aecc44b4f179...   \n",
       " 21  {\"jobId\":\"49115549\",\"userId\":\"a5731b492b5bb40e...   \n",
       " 22  {\"jobId\":\"54238355\",\"userId\":\"38817296fede050a...   \n",
       " 23  {\"jobId\":\"56015599\",\"userId\":\"ea88e5303f9fbbbc...   \n",
       " 24  {\"jobId\":\"56991567\",\"userId\":\"cf4f00536733a3d4...   \n",
       " 25  {\"jobId\":\"41293593\",\"userId\":\"41a7ab5db2267b7a...   \n",
       " 26  {\"jobId\":\"49695065\",\"userId\":\"463e2df52f9ab5b5...   \n",
       " 27  {\"jobId\":\"44638211\",\"userId\":\"d065b1daa7bcb84a...   \n",
       " 28  {\"jobId\":\"57974035\",\"userId\":\"42614c1d2d4821e9...   \n",
       " 29  {\"jobId\":\"55540905\",\"userId\":\"626782c0f12b3069...   \n",
       " 30  {\"jobId\":\"41342765\",\"userId\":\"0042dacfb48178e9...   \n",
       " 31  {\"jobId\":\"53138179\",\"userId\":\"c450ca2cf72a17c0...   \n",
       " 32  {\"jobId\":\"41342655\",\"userId\":\"0042dacfb48178e9...   \n",
       " 33  {\"jobId\":\"56876941\",\"userId\":\"c83bbe2e6fac3775...   \n",
       " 34  {\"jobId\":\"51415121\",\"userId\":\"3008edc8b1b12656...   \n",
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       " 36  {\"jobId\":\"43825103\",\"userId\":\"908f6e341c71e009...   \n",
       " 37  {\"jobId\":\"52637711\",\"userId\":\"4ad75ecd89e32877...   \n",
       " 38  {\"jobId\":\"53814333\",\"userId\":\"4ad75ecd89e32877...   \n",
       " 39  {\"jobId\":\"56258701\",\"userId\":\"ad7f05764eaec0a6...   \n",
       " \n",
       "                                              dataInfo  \\\n",
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       " 31  %7B%22jobId%22%3A%2253138179%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2241342655%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2256876941%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2251415121%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2257495869%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2243825103%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2252637711%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2253814333%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2256258701%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                           [ppt, axure, visio, 硬件产品]  36553741   \n",
       " 1   [CRM产品, to B, 需求分析, 用户研究, 市场调研, 竞品分析, 消费品, 化妆品...  45501489   \n",
       " 2                       [产品管理, 销售管理, 团队管理, 凝血检测、药物检测]  45289455   \n",
       " 3                            [产品分析, 产品设计, 产品开发, 产品推广]  45272543   \n",
       " 4                                                  []  44296619   \n",
       " 5   [策略产品, 搜索产品, 医疗行业, 需求分析, 用户研究, 产品规划, Xmind, Mo...  45943425   \n",
       " 6                                                  []  44796159   \n",
       " 7          [平台产品, 智慧城市, 产品规划, 产品设计, 需求分析, 用户研究, 团队管理]  56087765   \n",
       " 8   [工具产品, 养老机构, 人工智能, 产品设计, 产品规划, 产品优化, 用户研究, 竞品分...  44777567   \n",
       " 9                                       [excel, word]  41448413   \n",
       " 10  [IT互联网, 通讯/网络设备, SaaS系统, 产品规划, 产品设计, 移动端产品, Ax...  57348553   \n",
       " 11                                                 []  43422929   \n",
       " 12  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 产品规划, 市场调研, 团...  44917765   \n",
       " 13                                       [后台产品, to B]  45045347   \n",
       " 14                             [产品经理, MCS系统, B2B报价系统]  45039771   \n",
       " 15  [ERP产品, CRM产品, 后台产品, 中台产品, CRM系统, to B, to C, ...  45054073   \n",
       " 16  [财务产品, 供应链产品, 工具产品, OA产品, IT互联网, 产品设计, 用户研究, 产...  56015441   \n",
       " 17              [智能硬件, 汽车行业, 房地产行业, 用户研究, 产品规划, 产品设计]  57162741   \n",
       " 18              [医疗, 大健康, 慢病, 治未病, 专科医生, 执业医师证, 医学产品]  33472569   \n",
       " 19   [电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]  46557423   \n",
       " 20  [SaaS系统, IT互联网, 通讯/网络设备, 产品规划, 产品设计, 竞品分析, 需求调...  56606627   \n",
       " 21  [商业产品, 工具产品, 策略产品, to C, 团队管理, 交互设计, 产品优化, 产品设...  49115549   \n",
       " 22  [后台产品, 制造业, 需求分析, 产品规划, 产品设计, 需求管理, CRM产品, to ...  54238355   \n",
       " 23  [资讯产品, 供应链产品, 工具产品, 财务产品, 医疗行业, 医院, IT互联网, 产品设...  56015599   \n",
       " 24                                 [产品经理, 报价系统, 订单管理]  56991567   \n",
       " 25                                             [数据分析]  41293593   \n",
       " 26                                       [用户研究, 产品设计]  49695065   \n",
       " 27             [产品设计, axure, visio, xmind, erp, 需求分析]  44638211   \n",
       " 28                                                 []  57974035   \n",
       " 29                                      [工具产品, 移动端产品]  55540905   \n",
       " 30                                                 []  41342765   \n",
       " 31                                  [传感器, 模拟芯片, 数字芯片]  53138179   \n",
       " 32                                                 []  41342655   \n",
       " 33                                      [计算机软件, 团队管理]  56876941   \n",
       " 34                  [产品经理, 智能硬件产品, 智能硬件, 车载产品, 行车记录仪]  51415121   \n",
       " 35                           [信号测量, 雷达配套, 无线通信, 仪器设备]  57495869   \n",
       " 36                                           [操作系统产品]  43825103   \n",
       " 37                                 [数据产品, 商业产品, 产品规划]  52637711   \n",
       " 38                                 [数据产品, 商业产品, 产品规划]  53814333   \n",
       " 39  [数据产品, 电商产品, 工具产品, SaaS产品, 医疗行业, SaaS系统, 家电行业,...  56258701   \n",
       " \n",
       "                           job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0                          智能硬件产品经理  10-20k·14薪      广州           2   \n",
       " 1                            B端产品经理      25-50k  广州-天河区           1   \n",
       " 2                         心血管产品线总经理  25-40k·14薪      广州           1   \n",
       " 3                            高级产品经理      20-40k      广州           1   \n",
       " 4                         心血管产品线总经理      30-50k      广州           1   \n",
       " 5                              产品经理       7-10k  广州-南沙区           2   \n",
       " 6                          心血管产品总经理  25-35k·16薪  广州-黄埔区           1   \n",
       " 7                  软件开发产品经理(智慧停车方向)      18-20k  广州-黄埔区           2   \n",
       " 8                              产品经理      18-25k      广州           2   \n",
       " 9                            助理产品经理      10-18k  广州-黄埔区           2   \n",
       " 10                    高级产品经理（国际车联网）      15-30k      广州           2   \n",
       " 11                             产品经理  30-40k·14薪      广州           1   \n",
       " 12                       产品经理（数码产品）  30-40k·13薪  广州-天河区           1   \n",
       " 13                             产品经理      10-15k  广州-增城区           1   \n",
       " 14                             产品经理      10-15k  广州-增城区           1   \n",
       " 15                             产品经理      10-15k      广州           1   \n",
       " 16                        产品经理（数字化）      15-22k  广州-荔湾区           2   \n",
       " 17                   市场产品经理(J10088)  15-30k·15薪  广州-海珠区           2   \n",
       " 18                             产品经理      10-20k      广州           2   \n",
       " 19                           家具产品经理  15-30k·13薪  广州-海珠区           2   \n",
       " 20                           海外产品经理      15-20k  广州-番禺区           2   \n",
       " 21          高级产品经理/产品负责人 (MJ000450)  25-40k·13薪  广州-天河区           2   \n",
       " 22                       产品经理（报价系统）      10-18k  广州-增城区           2   \n",
       " 23                        互联网医疗产品经理      16-30k  广州-荔湾区           2   \n",
       " 24                       产品经理（报价系统）      10-18k  广州-增城区           2   \n",
       " 25                             产品经理  15-20k·13薪      广州           2   \n",
       " 26                             产品经理      15-18k  广州-天河区           2   \n",
       " 27                             产品经理       7-12k  广州-越秀区           2   \n",
       " 28                        产品经理/产品总监  15-25k·13薪      广州           2   \n",
       " 29                       产品经理（工具产品）      15-25k  广州-天河区           2   \n",
       " 30                       产品经理（金融产品）  15-20k·13薪  广州-海珠区           2   \n",
       " 31                     高级产品经理(芯片方向)  20-40k·13薪  广州-黄埔区           2   \n",
       " 32                      产品经理（金融类产品）   8-15k·13薪  广州-海珠区           2   \n",
       " 33                        产品经理（大健康）      15-20k  广州-天河区           2   \n",
       " 34                     高级产品经理（硬件产品）      20-30k  广州-越秀区           2   \n",
       " 35        高级硬件产品经理（高速信号测量设备、雷达配套设备）  20-40k·13薪  广州-黄埔区           2   \n",
       " 36                 高级OS产品经理（操作系统产品）  20-40k·13薪      广州           1   \n",
       " 37                           数据产品经理  20-30k·15薪  广州-天河区           2   \n",
       " 38                         高级数据产品经理      20-25k      广州           2   \n",
       " 39  售后研发产品经理（售后服务系统400，工单，结算，配件，库存）  15-22k·13薪  广州-天河区           2   \n",
       " \n",
       "                                        job.dataPromId  job.topJob  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=15&...       False  ...   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   968f32dd4cc56a0937a1b37a5d2979c7                    2   \n",
       " 1   16b478c56b854de503c3833c24d21b54                    2   \n",
       " 2   bb4167ccc29572bf160b5b344d4ef7b6                    2   \n",
       " 3   6b7cdca14054b992e4cd5c055e1e05ce                    2   \n",
       " 4   aff648644d2a1229fa1c74c9d557610b                    2   \n",
       " 5   76423fd39011221166eeece80d41bfcb                    2   \n",
       " 6   c8d88cedfaaaac0d67766a03c68ce883                    2   \n",
       " 7   0c3ce3e05c3a221bb74cd2e3b8b7dbf6                    2   \n",
       " 8   e470ab469c661ce2e030375514342674                    2   \n",
       " 9   eafa351d68e009ae02f523e94e784db2                    2   \n",
       " 10  56f112417fac127ee77954e2c72cabb6                    2   \n",
       " 11  e4fea19eecda0ad1abeac3dd985c228e                    2   \n",
       " 12  f05f38919408652c9427b88c78d2ff1f                    2   \n",
       " 13  fdc436fa10a0bc822980490a0cdf2257                    2   \n",
       " 14  9f14288df001c0c215bfaefec8d20490                    2   \n",
       " 15  1fe107e2091b37f9337193710fe42056                    2   \n",
       " 16  f5bbbdcf559415be947e89eb780464e7                    2   \n",
       " 17  58c074a4de1787e1e4cd5c055e1e05ce                    2   \n",
       " 18  0462e32cb3e85c832982e990dc084411                    2   \n",
       " 19  b9f180babb88d8c1d6a9d1214a39013b                    2   \n",
       " 20  7ccfc2557f491f6364d60f7256455132                    2   \n",
       " 21  306b42532355a96f527a3bdaa9ebdbbf                    2   \n",
       " 22  f899c1627eb21e004383db9bf147ecbd                    2   \n",
       " 23  f5bbbdcf559415be947e89eb780464e7                    2   \n",
       " 24  1d3b4be7d1f41e704a7a04e7d95591ea                    2   \n",
       " 25  abdc4a6288cb408c67afc08fad36a30d                    2   \n",
       " 26  521c466e5a593a52416531f89b829049                    2   \n",
       " 27  a7c1274d81ffbd5c8fa263ed17de85b1                    2   \n",
       " 28  5ead945b873b4e790eae969ce9a54d02                    2   \n",
       " 29  419e123d9f6bdaed6dadb487287a091a                    2   \n",
       " 30  03e8d37d540f7aacac365a663ca833da                    2   \n",
       " 31  42eb707943fc4de9f4d86ae938b4bcb8                    2   \n",
       " 32  03e8d37d540f7aacac365a663ca833da                    2   \n",
       " 33  bb39be3c1547ed4acb0cf015ca0a4162                    2   \n",
       " 34  1fe1f195fb9b578b4036597854bcf58c                    2   \n",
       " 35  42eb707943fc4de9f4d86ae938b4bcb8                    2   \n",
       " 36  576e1bf1ecb5cf7a01ab80e4a8b96567                    2   \n",
       " 37  3710f9bad2f995196b15966466d2d9d8                    2   \n",
       " 38  3710f9bad2f995196b15966466d2d9d8                    2   \n",
       " 39  4a3ed8ff93224fac4a7a04e7d95591ea                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry comp.compStage  \\\n",
       " 0    5f8f986779c7cc70efbf36c008u.jpg             计算机软件         沪深A股上市   \n",
       " 1    5f8fa3a8ea60860b75385c7208u.png               消费品          融资未公开   \n",
       " 2    62d787f6e9fa0e1ff4088ee508u.jpg              医疗器械            已上市   \n",
       " 3    5f51bce8ea60860b7513d86608u.jpg               工艺品             其他   \n",
       " 4    6246e8b3bc8c77795d23422d03u.png              医疗器械            已上市   \n",
       " 5    5f8f9865ea60860b75384fa508u.jpg              医疗器械          融资未公开   \n",
       " 6    627b0ff3bb59c7133bd8fbd202u.png              医疗器械            已上市   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg          基金/证券/期货            NaN   \n",
       " 8    5f8f9866dfb13a7dee342f1808u.jpg              通信设备             A轮   \n",
       " 9    57995adc45ce9c78fdc273c105a.jpg                制药            NaN   \n",
       " 10   5f8f9866dfb13a7dee342f1808u.jpg             计算机软件            NaN   \n",
       " 11  634f98dfef91294ce84442fc08u.jpeg          食品/饮料/酒水            已上市   \n",
       " 12   63f76464db94980a1120e1e802u.png             计算机软件          融资未公开   \n",
       " 13   63feac4e2603ef56757506a408u.png             家具/家居            已上市   \n",
       " 14   5d541bac4ebeb1284dfb924f06u.jpg             家具/家居            已上市   \n",
       " 15   5f9a26990c57e56b1d081a7d05u.jpg             家具/家居            已上市   \n",
       " 16   63e63f4c514e04107e341e8505u.png              医疗机构            NaN   \n",
       " 17   5f8f9865ea60860b75384fa508u.jpg              人工智能            NaN   \n",
       " 18   5cf61c8f501544662c8dbdd707u.png              医疗机构             A轮   \n",
       " 19   5f8f9863f6d1ab58476f246a08u.jpg              电子商务             B轮   \n",
       " 20   5f8f98648dbe6273dcf8515508u.jpg               互联网            NaN   \n",
       " 21   5f8f98648dbe6273dcf8515508u.jpg             计算机软件             B轮   \n",
       " 22   5f8f986c79c7cc70efbf36c808u.jpg             家具/家居         沪深A股上市   \n",
       " 23   63e63f4c514e04107e341e8505u.png              医疗机构            NaN   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg             家具/家居         沪深A股上市   \n",
       " 25   5f8f986779c7cc70efbf36c008u.jpg              科技金融          融资未公开   \n",
       " 26   5f8f986779c7cc70efbf36c008u.jpg             计算机软件            NaN   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg              电子商务           战略投资   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg       电子/半导体/集成电路             A轮   \n",
       " 29   5de9b8bfcd52473b94f2fba308u.jpg               互联网             A轮   \n",
       " 30   5f8f9866dfb13a7dee342f1808u.jpg                游戏            NaN   \n",
       " 31   5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路            NaN   \n",
       " 32   5f8f9866dfb13a7dee342f1808u.jpg                游戏            NaN   \n",
       " 33   5f8f98648dbe6273dcf8515508u.jpg           房地产开发经营          融资未公开   \n",
       " 34   5f8f9865ea60860b75384fa508u.jpg             计算机软件          融资未公开   \n",
       " 35   5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路            NaN   \n",
       " 36   63772fa79fd69002566ce77e03u.png           生活服务O2O          融资未公开   \n",
       " 37   5f8f9866dfb13a7dee342f1808u.jpg             计算机软件            NaN   \n",
       " 38   5f8f9866dfb13a7dee342f1808u.jpg             计算机软件            NaN   \n",
       " 39   61440974765bb5167c238a3902u.jpg             计算机软件          创业板上市   \n",
       " \n",
       "                       comp.compLogo comp.compId    comp.compName  \\\n",
       " 0   5bfe976374719df0ac9937ba03a.png   8979523.0       浩云科技股份有限公司   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png         NaN       某广州大型消费品公司   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png         NaN      某广州医疗器械上市公司   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png         NaN       某广州大型工艺品公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         NaN      某广州医疗设备上市公司   \n",
       " 5   5f5f32e5ea60860b751f2ffe08u.png   8228008.0     广州人福医疗设备有限公司   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png         NaN      某广州医疗设备上市公司   \n",
       " 7   5d5a46164ebeb1284dff8dec06u.png   1962886.0         佳都集团有限公司   \n",
       " 8   63f7276c8a431710214e379803u.png  12327441.0             视声智能   \n",
       " 9   5bfe92b574719d9f609a792b03a.png   2896007.0             康臣药业   \n",
       " 10  621326142d9e311f5012350303u.png  13073073.0             行致互联   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         NaN  某国内食品/饮料/酒水上市公司   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png         NaN     某广州大型计算机软件公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png         NaN     某广州家具/家居上市公司   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png         NaN     某大型知名家具/家居公司   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州家具家电上市公司   \n",
       " 16  63f6c4677e3d5966c1356dcc04u.png   2683308.0   绿瘦健康产业集团股份有限公司   \n",
       " 17  61a8328708dd5638aa9ca74806u.png  12518807.0             星河智联   \n",
       " 18  5ce4f613d3ced448645c698601u.png   8722676.0       康合慢病防治研究中心   \n",
       " 19  60646aae992c4240ea9983b905u.png  10239197.0             爆米科技   \n",
       " 20  5bfe90cf74719d35745ab55f03a.png   7865459.0             软通动力   \n",
       " 21  61ea13934a8b1628bab2c02e05u.png   8593981.0     广州小迈网络科技有限公司   \n",
       " 22  62a1b6054b23010d43da188703u.png   1416243.0            索菲亚家居   \n",
       " 23  63f6c4677e3d5966c1356dcc04u.png   2683308.0   绿瘦健康产业集团股份有限公司   \n",
       " 24  62a1b6054b23010d43da188703u.png   1416243.0            索菲亚家居   \n",
       " 25  60f919edecacff0bd07ea1c308u.jpg   9249321.0             卓术信息   \n",
       " 26  61b07937d0458d53c627567e02u.jpg  13216605.0   广州数创未来科技信息有限公司   \n",
       " 27  5fd9ac8a1721db2a11d6bfe501u.png   8947527.0             亮健集团   \n",
       " 28  5fffec85f7c9ec4dfc5cd10105u.png   9481726.0      广州众诺微电子有限公司   \n",
       " 29  5de9b7cf276e4871f4155d2a08u.jpg   8835306.0             至真信息   \n",
       " 30  624a9b1378302f2c469582d607u.png   8166526.0           广州乐牛游戏   \n",
       " 31  620371dcd165a7223961e4c503u.png  13000709.0   广东人工智能与先进计算研究院   \n",
       " 32  624a9b1378302f2c469582d607u.png   8166526.0           广州乐牛游戏   \n",
       " 33  621eda48160f6209a1f5e5f906u.png   8051983.0             朗润集团   \n",
       " 34  6094e88edf45a46a965afffc07u.png  12274147.0             中视信息   \n",
       " 35  620371dcd165a7223961e4c503u.png  13000709.0   广东人工智能与先进计算研究院   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png         NaN     某广州生活服务O2O公司   \n",
       " 37  5dedef6acd52473b94f8ac3a02u.png   8142858.0              道一云   \n",
       " 38  5dedef6acd52473b94f8ac3a02u.png   8142858.0              道一云   \n",
       " 39  5d1ea8a63ee8b11dd4aa762703u.png    170110.0             赛意信息   \n",
       " \n",
       "    comp.compScale                                 comp.link  \n",
       " 0      1000-2000人   https://www.liepin.com/company/8979523/  \n",
       " 1        10000人以上                                            \n",
       " 2        500-999人                                            \n",
       " 3      1000-2000人                                            \n",
       " 4        500-999人                                            \n",
       " 5        100-499人   https://www.liepin.com/company/8228008/  \n",
       " 6        500-999人                                            \n",
       " 7        500-999人   https://www.liepin.com/company/1962886/  \n",
       " 8        100-499人  https://www.liepin.com/company/12327441/  \n",
       " 9      2000-5000人   https://www.liepin.com/company/2896007/  \n",
       " 10       100-499人  https://www.liepin.com/company/13073073/  \n",
       " 11       10000人以上                                            \n",
       " 12       500-999人                                            \n",
       " 13       10000人以上                                            \n",
       " 14       10000人以上                                            \n",
       " 15       10000人以上                                            \n",
       " 16    5000-10000人   https://www.liepin.com/company/2683308/  \n",
       " 17       100-499人  https://www.liepin.com/company/12518807/  \n",
       " 18       100-499人   https://www.liepin.com/company/8722676/  \n",
       " 19       500-999人  https://www.liepin.com/company/10239197/  \n",
       " 20       10000人以上   https://www.liepin.com/company/7865459/  \n",
       " 21       500-999人   https://www.liepin.com/company/8593981/  \n",
       " 22       10000人以上   https://www.liepin.com/company/1416243/  \n",
       " 23    5000-10000人   https://www.liepin.com/company/2683308/  \n",
       " 24       10000人以上   https://www.liepin.com/company/1416243/  \n",
       " 25         50-99人   https://www.liepin.com/company/9249321/  \n",
       " 26       100-499人  https://www.liepin.com/company/13216605/  \n",
       " 27       500-999人   https://www.liepin.com/company/8947527/  \n",
       " 28       100-499人   https://www.liepin.com/company/9481726/  \n",
       " 29       100-499人   https://www.liepin.com/company/8835306/  \n",
       " 30       500-999人   https://www.liepin.com/company/8166526/  \n",
       " 31       100-499人  https://www.liepin.com/company/13000709/  \n",
       " 32       500-999人   https://www.liepin.com/company/8166526/  \n",
       " 33       100-499人   https://www.liepin.com/company/8051983/  \n",
       " 34       100-499人  https://www.liepin.com/company/12274147/  \n",
       " 35       100-499人  https://www.liepin.com/company/13000709/  \n",
       " 36       100-499人                                            \n",
       " 37       500-999人   https://www.liepin.com/company/8142858/  \n",
       " 38       500-999人   https://www.liepin.com/company/8142858/  \n",
       " 39     2000-5000人    https://www.liepin.com/company/170110/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2251647659%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2253437269%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2233840341%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2257770469%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2257380389%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2244287019%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2236202897%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2256493805%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2253989593%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2257326451%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2252584585%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2245437305%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2252754703%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2255683789%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2257655575%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2254965581%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2240643241%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2252950735%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2246056369%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2256644127%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2245433501%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2257829843%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2257658491%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2245253051%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2254094527%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2243379905%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2244908943%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2243372207%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2243267745%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2244149953%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2256928029%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2250096267%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2253756011%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2244015825%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2257200591%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2257420335%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2256317241%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2243449541%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2254956383%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2256347205%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"51647659\",\"recruiterName\":\"罗女士\",\"job...   \n",
       " 1   {\"jobId\":\"53437269\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 2   {\"jobId\":\"33840341\",\"recruiterName\":\"谢女士\",\"job...   \n",
       " 3   {\"jobId\":\"57770469\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 4   {\"jobId\":\"57380389\",\"recruiterName\":\"邓先生\",\"job...   \n",
       " 5   {\"jobId\":\"44287019\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 6   {\"jobId\":\"36202897\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 7   {\"jobId\":\"56493805\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 8   {\"jobId\":\"53989593\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 9   {\"jobId\":\"57326451\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 10  {\"jobId\":\"52584585\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 11  {\"jobId\":\"45437305\",\"recruiterName\":\"叶女士\",\"job...   \n",
       " 12  {\"jobId\":\"52754703\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 13  {\"jobId\":\"55683789\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 14  {\"jobId\":\"57655575\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 15  {\"jobId\":\"54965581\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 16  {\"jobId\":\"40643241\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 17  {\"jobId\":\"52950735\",\"recruiterName\":\"程先生\",\"job...   \n",
       " 18  {\"jobId\":\"46056369\",\"recruiterName\":\"叶女士\",\"job...   \n",
       " 19  {\"jobId\":\"56644127\",\"recruiterName\":\"符先生\",\"job...   \n",
       " 20  {\"jobId\":\"45433501\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 21  {\"jobId\":\"57829843\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 22  {\"jobId\":\"57658491\",\"recruiterName\":\"蒋女士\",\"job...   \n",
       " 23  {\"jobId\":\"45253051\",\"recruiterName\":\"聂先生\",\"job...   \n",
       " 24  {\"jobId\":\"54094527\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 25  {\"jobId\":\"43379905\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 26  {\"jobId\":\"44908943\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 27  {\"jobId\":\"43372207\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 28  {\"jobId\":\"43267745\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 29  {\"jobId\":\"44149953\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 30  {\"jobId\":\"56928029\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 31  {\"jobId\":\"50096267\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 32  {\"jobId\":\"53756011\",\"recruiterName\":\"孙女士\",\"job...   \n",
       " 33  {\"jobId\":\"44015825\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 34  {\"jobId\":\"57200591\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 35  {\"jobId\":\"57420335\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 36  {\"jobId\":\"56317241\",\"recruiterName\":\"吴先生\",\"job...   \n",
       " 37  {\"jobId\":\"43449541\",\"recruiterName\":\"雷先生\",\"job...   \n",
       " 38  {\"jobId\":\"54956383\",\"recruiterName\":\"朱先生\",\"job...   \n",
       " 39  {\"jobId\":\"56347205\",\"recruiterName\":\"何女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0                                        [数据分析, 软件开发]  51647659  15-30k·13薪   \n",
       " 1                              [数据产品经理, 数据可视化, 大数据平台]  53437269  15-30k·13薪   \n",
       " 2                                                  []  33840341       8-10k   \n",
       " 3   [数据产品, 客户端产品, IT互联网, 产品优化, 用户研究, 团队管理, 数据分析, 需...  57770469  25-40k·14薪   \n",
       " 4                                              [数据分析]  57380389      20-24k   \n",
       " 5                                       [工具产品, 商业化产品]  44287019  35-45k·18薪   \n",
       " 6                                  [数据产品, b端产品, 内容产品]  36202897  11-22k·18薪   \n",
       " 7              [产品设计, 需求分析, 跨境电商, ERP系统, to C, 供应链产品]  56493805      30-40k   \n",
       " 8          [平台产品, 财务产品, 产品设计, 产品规划, 需求分析, 用户研究, 数据分析]  53989593  20-40k·16薪   \n",
       " 9      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  57326451      20-26k   \n",
       " 10                                                 []  52584585      18-26k   \n",
       " 11                                     [产品经理, B端产品经理]  45437305  20-40k·14薪   \n",
       " 12                                                 []  52754703      15-30k   \n",
       " 13  [AI人工智能产品, 策略产品, 医疗行业, 医院, 人工智能, 产品规划, 用户研究, 需...  55683789      15-25k   \n",
       " 14  [数据产品, 客户端产品, 产品设计, 产品规划, 团队管理, 产品优化, 需求分析, 需求...  57655575  20-40k·14薪   \n",
       " 15                               [智能载荷, 视觉感知系统, 无人驾驶]  54965581  20-40k·13薪   \n",
       " 16               [社交产品, 社区产品, 社交网络, 数据分析, 需求分析, 用户研究]  40643241  20-45k·16薪   \n",
       " 17               [策略产品, 商业产品, 数据产品, 装修装饰, 数据分析, 数据挖掘]  52950735      20-30k   \n",
       " 18                       [采购, 物流快递, 团队管理, 需求管理, 产品设计]  46056369  20-40k·14薪   \n",
       " 19  [平台产品, 中台产品, SaaS产品, SaaS系统, to B, 产品设计, 产品规划,...  56644127      20-30k   \n",
       " 20  [产品规划, 产品设计, to B, 流程设计, 原型设计, 需求分析, SaaS产品, 中...  45433501  15-25k·14薪   \n",
       " 21  [SaaS产品, 批发/零售, SaaS系统, CRM系统, 医疗卫生/医药, ERP系统,...  57829843  18-22k·13薪   \n",
       " 22  [增长产品, 数据产品, 策略产品, 房地产行业, 智能硬件, IT互联网, 音乐行业, 家...  57658491      25-40k   \n",
       " 23                  [中医, 中药, 医疗行业, 市场调研, 专家网络建设, 处方药]  45253051      25-45k   \n",
       " 24                                                 []  54094527      15-25k   \n",
       " 25                                                 []  43379905      30-50k   \n",
       " 26                                                 []  44908943      40-50k   \n",
       " 27                           [支付行业, 支付产品, 聚合支付, 产品规划]  43372207  20-30k·16薪   \n",
       " 28                                         [化妆品, 快消品]  43267745  28-45k·13薪   \n",
       " 29                                  [物联感知云, 物联网, 大数据]  44149953      20-40k   \n",
       " 30                                         [云网编排, 电信]  56928029      12-25k   \n",
       " 31                     [数据产品, 产品设计, 用户研究, 产品规划, 团队管理]  50096267      18-25k   \n",
       " 32       [数据产品, 直播/视频产品, IT互联网, 直播, 用户研究, 产品规划, 团队管理]  53756011  25-45k·15薪   \n",
       " 33  [AI人工智能产品, 数据产品, 中台产品, 人工智能, IT互联网, 团队管理, 用户研究...  44015825  25-35k·16薪   \n",
       " 34  [客户端产品, 工具产品, 计算机软件, 产品设计, 交互设计, 原型设计, 用户研究, 产...  57200591      15-25k   \n",
       " 35  [客户端产品, 工具产品, 计算机软件, 产品设计, 交互设计, 原型设计, 用户研究, 产...  57420335      15-25k   \n",
       " 36  [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, Axure, 原型...  56317241      20-30k   \n",
       " 37              [数据产品, 工具产品, 平台产品, 供应链产品, 数据分析, 团队管理]  43449541  25-45k·15薪   \n",
       " 38          [区块链, 电子商务, 游戏行业, to B, to C, 电商产品, 游戏产品]  54956383  15-25k·13薪   \n",
       " 39   [智慧城市, 产品设计, 产品规划, 产品优化, 原型设计, 需求分析, 竞品分析, 团队管理]  56347205  18-28k·13薪   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob                      job.title  \\\n",
       " 0   广州-天河区           2       False             高级数据产品经理（腾讯战略投资企业）   \n",
       " 1   广州-天河区           2       False                         高级产品经理   \n",
       " 2   广州-海珠区           2       False                           产品经理   \n",
       " 3   广州-番禺区           2       False      高级产品经理（OA流程产品） (MJ008114)   \n",
       " 4   广州-白云区           2       False                  硬件产品经理（照明类产品）   \n",
       " 5       广州           1       False                 商业化产品经理-出海工具产品   \n",
       " 6       广州           2       False                        安全类产品经理   \n",
       " 7   广州-越秀区           2       False                        数字化产品经理   \n",
       " 8   广州-天河区           2       False                       支付结算产品经理   \n",
       " 9   广州-越秀区           2       False                         IT产品经理   \n",
       " 10  广州-越秀区           2       False                       产品经理（广州）   \n",
       " 11  广州-番禺区           2       False           B端供应链产品经理 (MJ003688)   \n",
       " 12  广州-天河区           2       False                         医药产品经理   \n",
       " 13  广州-天河区           2       False                      医疗信息化产品经理   \n",
       " 14  广州-番禺区           2       False  B端产品经理（供应商系统/面料系统） (MJ008076)   \n",
       " 15  广州-黄埔区           2       False            高级产品经理（视觉感知系统、智能载荷）   \n",
       " 16      广州           2       False                        产品经理-海外   \n",
       " 17  广州-天河区           2       False                           产品经理   \n",
       " 18  广州-番禺区           2       False     B端供应链产品经理（采购系统） (MJ005419)   \n",
       " 19  广州-番禺区           2       False                           产品经理   \n",
       " 20      广州           2       False                         b端产品经理   \n",
       " 21  广州-天河区           2       False                           产品经理   \n",
       " 22  广州-天河区           2       False                 ZNXT-产品经理（IoT）   \n",
       " 23      广州           1       False                         高级产品经理   \n",
       " 24  广州-南沙区           2       False                      产品经理（快消品）   \n",
       " 25      广州           1       False                         医药产品经理   \n",
       " 26      广州           1       False                           产品经理   \n",
       " 27  广州-天河区           1       False               （央企下属单位）企业支付产品经理   \n",
       " 28  广州-天河区           1       False          美资快消外企化妆品产品经理-行业龙头-正编   \n",
       " 29      广州           1       False                           产品经理   \n",
       " 30  广州-天河区           2       False                           产品经理   \n",
       " 31  广州-海珠区           2       False                           产品经理   \n",
       " 32  广州-天河区           2       False                  高级产品经理(D1372)   \n",
       " 33      广州           1       False                        AI产品经理岗   \n",
       " 34  广州-天河区           2       False                           产品经理   \n",
       " 35  广州-天河区           2       False                     产品经理（交通物流）   \n",
       " 36  广州-海珠区           2       False                  产品经理（物联感知云平台）   \n",
       " 37      广州           1       False              数据产品经理-经营分析及供应链方向   \n",
       " 38  广州-天河区           2       False                           产品经理   \n",
       " 39  广州-天河区           2       False                           产品经理   \n",
       " \n",
       "    job.refreshTime  ...                    recruiter.imId  \\\n",
       " 0   20220804143756  ...  3710f9bad2f995196b15966466d2d9d8   \n",
       " 1   20221028101152  ...  743806cafe8113287d9249b687d4adef   \n",
       " 2   20211213163928  ...  733590aa3299bcdf45913e3a4abf94f3   \n",
       " 3   20230413110627  ...  4031a8b6ac29071dd1ab17cab7c5f1ad   \n",
       " 4   20230329111738  ...  d0ada58a7dbfa796816841a4612c5b46   \n",
       " 5   20230417102613  ...  ad7eaafa8ca25b964036597854bcf58c   \n",
       " 6   20210926143125  ...  ee8ece450dc970726dadb487287a091a   \n",
       " 7   20230421102138  ...  ae28de7e05e365ec4905a3841e4dc3ea   \n",
       " 8   20221116140954  ...  4e6676c48020588a937a45d7910778f0   \n",
       " 9   20230412110555  ...  5e5d95960f37ddf6882b84a174d57208   \n",
       " 10  20230421101207  ...  a61862949e43787a337193710fe42056   \n",
       " 11  20230420161859  ...  40875028331634a054f897cc91b0c405   \n",
       " 12  20230421090946  ...  dbcd6e0284e53acce474946c099a7055   \n",
       " 13  20230201075612  ...  435f06ad3d696c9b05cd690f9a5023eb   \n",
       " 14  20230410115434  ...  1f4a7348af1d77c22edea88818754a96   \n",
       " 15  20230309181703  ...  42eb707943fc4de9f4d86ae938b4bcb8   \n",
       " 16  20230421080033  ...  dc59087754abc8142f0021fc381f9c45   \n",
       " 17  20230419161204  ...  e087d169a56c944114eaea6fb4edea08   \n",
       " 18  20230420161859  ...  40875028331634a054f897cc91b0c405   \n",
       " 19  20230309093923  ...  b2bd051f170852582980490a0cdf2257   \n",
       " 20  20230419095930  ...  711204904fca1f324810967b81821466   \n",
       " 21  20230421102759  ...  86f7b67a77576b58f83a7239185bfe7b   \n",
       " 22  20230410135737  ...  44a618f48b67b75f535fdf4c3133a040   \n",
       " 23  20230413092058  ...  e208b010f82ec8fc9941166e65ebdb6f   \n",
       " 24  20230419084356  ...  207c380fb07ddad3e7b657921b02bb93   \n",
       " 25  20230413165824  ...  cf67b7ef434877a274cd2086e9e42e3f   \n",
       " 26  20230420090353  ...  5d74db042f5fd415f76fdb90ccba96fb   \n",
       " 27  20230210114900  ...  d21c17c5dceccf4d8d1ff84e0a6c6898   \n",
       " 28  20230207192955  ...  7908151abdbef12e2efebeb7f272cb14   \n",
       " 29  20230420110347  ...  d14c86058ed435fa62f6540bf442d9e7   \n",
       " 30  20230421091109  ...  69dd5aa7404662acbf1edd1f3249a09c   \n",
       " 31  20230203112404  ...  dc31eca3a46c795506de3db73f3e3922   \n",
       " 32  20221109143804  ...  63df203c266b1532ca5351bb778eb3ed   \n",
       " 33  20230421144436  ...  ca92adc9a0fd1d5fc1bd2b3e9fec8144   \n",
       " 34  20230322160351  ...  9ac77eac63b17fd2337193710fe42056   \n",
       " 35  20230421091109  ...  69dd5aa7404662acbf1edd1f3249a09c   \n",
       " 36  20230413113953  ...  86afae726a39c309ee7b65a82243fe9b   \n",
       " 37  20230213181412  ...  92fbf348cea0390b3ab72616c5e75821   \n",
       " 38  20221214165104  ...  8d15f3349f9511ca79ae91754c7568f0   \n",
       " 39  20230403150516  ...  9faebb545382f361ee7b65a82243fe9b   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto  \\\n",
       " 0                     2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 1                     2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 2                     2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3                     2   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 4                     2   5f8f986aea60860b75384fab08u.jpg   \n",
       " 5                     2   61f1193429da04039cf1a74d03u.png   \n",
       " 6                     2   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7                     2   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 8                     2   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 9                     2   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10                    2   5f8f986aea60860b75384fab08u.jpg   \n",
       " 11                    2   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 12                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 13                    2   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 14                    2   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 15                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16                    2   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 17                    2   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 18                    2   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 19                    2   54db0b2ca3107aece113c27302c.jpg   \n",
       " 20                    2   60e2a9aff78b2941fbec905904u.png   \n",
       " 21                    2   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 22                    2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 23                    2   5cb9682c77e758244362b74c01u.jpg   \n",
       " 24                    2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 25                    2   60f7ed95637eaf688fd1c84508u.jpg   \n",
       " 26                    2  63feb4168215c0586b782b5306u.jpeg   \n",
       " 27                    2   63416651e3c2761898a3f22005u.png   \n",
       " 28                    2   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 29                    2   625e53869833cb6794f4c16304u.png   \n",
       " 30                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 31                    2   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 32                    2   6106a9fe48da465f18e079fa02u.png   \n",
       " 33                    2   61b9a74a71d0446f813181ce05u.jpg   \n",
       " 34                    2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 35                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36                    2   5f8f986aea60860b75384fab08u.jpg   \n",
       " 37                    2   62e91f79387847296928258f04u.jpg   \n",
       " 38                    2   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 39                    2   631f9564b250f916161d323201u.png   \n",
       " \n",
       "                       comp.compLogo  comp.compId    comp.compName  \\\n",
       " 0   5dedef6acd52473b94f8ac3a02u.png    8142858.0              道一云   \n",
       " 1   5dedef6acd52473b94f8ac3a02u.png    8142858.0              道一云   \n",
       " 2   5a8fab848e50a4ca3814b5a205a.png    8179995.0             润都股份   \n",
       " 3   5c64c511261c45f22d50d39303u.png    8706847.0            SHEIN   \n",
       " 4   61b07937d0458d53c627567e02u.jpg   13448295.0             磐世科技   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          NaN            某知名公司   \n",
       " 6   6030a6c1701c060c94ace27002u.png    9095103.0  联通(广东)产业互联网有限公司   \n",
       " 7   634f899ab0584d35822417cb06u.png   13297665.0  文峰荟(广州)企业管理有限公司   \n",
       " 8   5bfea00c74719d2aa34be33603a.png    8537928.0     上海寻梦信息技术有限公司   \n",
       " 9   5bfe97f674719df0ac99562403a.png    2250604.0     时代中国控股集团有限公司   \n",
       " 10  5bfe989b74719df0ac9977ac03a.png     862547.0     浙江仙琚制药股份有限公司   \n",
       " 11  5c64c511261c45f22d50d39303u.png    8706847.0            SHEIN   \n",
       " 12  6441e2939228f46e07fd8da901u.png   13207877.0             朗臣医疗   \n",
       " 13  5bfe9ebf74719d2aa34ba2af03a.png    7893220.0               浪潮   \n",
       " 14  5c64c511261c45f22d50d39303u.png    8706847.0            SHEIN   \n",
       " 15  620371dcd165a7223961e4c503u.png   13000709.0   广东人工智能与先进计算研究院   \n",
       " 16  6268af86c62a82594f50cc8704u.png    5964833.0             网易集团   \n",
       " 17  623ed481f01130422252259f03u.png    5493614.0             双虎家私   \n",
       " 18  5c64c511261c45f22d50d39303u.png    8706847.0            SHEIN   \n",
       " 19  5c6a7a0b509919c4f5f5af5a04u.png    8037646.0            广汽研究院   \n",
       " 20  5bfe9c6474719df0ac9a341403a.png    8134487.0             龙腾出行   \n",
       " 21  61bc56ac5cbf433250ff8e6702u.png   12978915.0     广州中康数字科技有限公司   \n",
       " 22  5f59a93d9d37de58796f8cb702u.jpg    2528485.0             酷狗音乐   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png          NaN          某国内制药公司   \n",
       " 24  61b07937d0458d53c627567e02u.jpg   13103111.0       广州奥昆食品有限公司   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png          NaN          某国内制药公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png          NaN          某广州制药公司   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png          NaN        某大型科技金融公司   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png          NaN            某知名公司   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png          NaN         运营商全资子公司   \n",
       " 30  5bfea2fc74719d2aa34c73fb03a.png     552933.0       广东亿迅科技有限公司   \n",
       " 31  5bfe915474719d35745acf0903a.png    1072424.0           阿里巴巴集团   \n",
       " 32  5bfffae374719da073f0f82d03u.png    4143855.0             荔枝集团   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州基金证券公司   \n",
       " 34  5bfea2fc74719d2aa34c73fb03a.png     552933.0       广东亿迅科技有限公司   \n",
       " 35  5bfea2fc74719d2aa34c73fb03a.png     552933.0       广东亿迅科技有限公司   \n",
       " 36  61b07937d0458d53c627567e02u.jpg    9933197.0       天翼物联科技有限公司   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png          NaN      某深圳大型智能硬件公司   \n",
       " 38  63903effb022af187d030c6207u.png   12814887.0       广州沃佳科技有限公司   \n",
       " 39  5bfea4ec74719d2aa34cd0ba03a.png    2115085.0     佳都科技集团股份有限公司   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \\\n",
       " 0    https://www.liepin.com/company/8142858/       500-999人             计算机软件   \n",
       " 1    https://www.liepin.com/company/8142858/       500-999人             计算机软件   \n",
       " 2    https://www.liepin.com/company/8179995/     1000-2000人                制药   \n",
       " 3    https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 4   https://www.liepin.com/company/13448295/                              NaN   \n",
       " 5                                                  100-499人           在线社交/媒体   \n",
       " 6    https://www.liepin.com/company/9095103/     1000-2000人               互联网   \n",
       " 7   https://www.liepin.com/company/13297665/       500-999人              电子商务   \n",
       " 8    https://www.liepin.com/company/8537928/    5000-10000人               消费品   \n",
       " 9    https://www.liepin.com/company/2250604/    5000-10000人           房地产开发经营   \n",
       " 10    https://www.liepin.com/company/862547/     2000-5000人                制药   \n",
       " 11   https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 12  https://www.liepin.com/company/13207877/         50-99人                制药   \n",
       " 13   https://www.liepin.com/company/7893220/       10000人以上              IT服务   \n",
       " 14   https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 15  https://www.liepin.com/company/13000709/       100-499人       电子/半导体/集成电路   \n",
       " 16   https://www.liepin.com/company/5964833/       10000人以上               互联网   \n",
       " 17   https://www.liepin.com/company/5493614/    5000-10000人             家具/家居   \n",
       " 18   https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 19   https://www.liepin.com/company/8037646/     2000-5000人              整车制造   \n",
       " 20   https://www.liepin.com/company/8134487/       100-499人               互联网   \n",
       " 21  https://www.liepin.com/company/12978915/       500-999人           云计算/大数据   \n",
       " 22   https://www.liepin.com/company/2528485/     1000-2000人               互联网   \n",
       " 23                                                 100-499人                制药   \n",
       " 24  https://www.liepin.com/company/13103111/     1000-2000人          食品/饮料/酒水   \n",
       " 25                                                 100-499人                制药   \n",
       " 26                                                 100-499人                制药   \n",
       " 27                                              5000-10000人              科技金融   \n",
       " 28                                              5000-10000人          食品/饮料/酒水   \n",
       " 29                                                 500-999人               物联网   \n",
       " 30    https://www.liepin.com/company/552933/     2000-5000人             计算机软件   \n",
       " 31   https://www.liepin.com/company/1072424/       10000人以上               互联网   \n",
       " 32   https://www.liepin.com/company/4143855/       500-999人           在线社交/媒体   \n",
       " 33                                                 500-999人              科技金融   \n",
       " 34    https://www.liepin.com/company/552933/     2000-5000人             计算机软件   \n",
       " 35    https://www.liepin.com/company/552933/     2000-5000人             计算机软件   \n",
       " 36   https://www.liepin.com/company/9933197/       500-999人               物联网   \n",
       " 37                                               1000-2000人              智能硬件   \n",
       " 38  https://www.liepin.com/company/12814887/          1-49人               区块链   \n",
       " 39   https://www.liepin.com/company/2115085/     2000-5000人             计算机软件   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2          沪深A股上市  \n",
       " 3             NaN  \n",
       " 4             NaN  \n",
       " 5           不需要融资  \n",
       " 6             NaN  \n",
       " 7             NaN  \n",
       " 8             已上市  \n",
       " 9             NaN  \n",
       " 10         沪深A股上市  \n",
       " 11            NaN  \n",
       " 12          融资未公开  \n",
       " 13            NaN  \n",
       " 14            NaN  \n",
       " 15            NaN  \n",
       " 16            已上市  \n",
       " 17            NaN  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20            NaN  \n",
       " 21           港股上市  \n",
       " 22            NaN  \n",
       " 23          融资未公开  \n",
       " 24            NaN  \n",
       " 25          融资未公开  \n",
       " 26          融资未公开  \n",
       " 27           战略融资  \n",
       " 28          融资未公开  \n",
       " 29          融资未公开  \n",
       " 30            NaN  \n",
       " 31           港股上市  \n",
       " 32           美股上市  \n",
       " 33           战略融资  \n",
       " 34            NaN  \n",
       " 35            NaN  \n",
       " 36          融资未公开  \n",
       " 37          D轮及以上  \n",
       " 38            NaN  \n",
       " 39         沪深A股上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"d14c86058ed435fa62f6540bf442d9e7\",\"im...   \n",
       " 1   {\"imId\":\"4833d0e48de8ac6dc9cfe5b3cd09b3d2\",\"im...   \n",
       " 2   {\"imId\":\"acca45b05fd8fec65d79fdba0a3967fa\",\"im...   \n",
       " 3   {\"imId\":\"bae16f032a768674c90094212836c467\",\"im...   \n",
       " 4   {\"imId\":\"2409513e05e4c9ed1e0eee8bcfc0b74c\",\"im...   \n",
       " 5   {\"imId\":\"8e22aad9bb453fa57e36f3a11c63db43\",\"im...   \n",
       " 6   {\"imId\":\"09198ca95b02a6fb2982e990dc084411\",\"im...   \n",
       " 7   {\"imId\":\"1f4a7348af1d77c22edea88818754a96\",\"im...   \n",
       " 8   {\"imId\":\"25e0a9db4e94a588e3a362ce23913155\",\"im...   \n",
       " 9   {\"imId\":\"a3f8d3fcd35211590eae969ce9a54d02\",\"im...   \n",
       " 10  {\"imId\":\"40875028331634a054f897cc91b0c405\",\"im...   \n",
       " 11  {\"imId\":\"99dc5f8be66620f1c94f4d0c9b7b96ae\",\"im...   \n",
       " 12  {\"imId\":\"b2bd051f170852582980490a0cdf2257\",\"im...   \n",
       " 13  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 14  {\"imId\":\"328407caa9180669c62254bb58ecf996\",\"im...   \n",
       " 15  {\"imId\":\"5c390291735dff9c160b5b344d4ef7b6\",\"im...   \n",
       " 16  {\"imId\":\"56f112417fac127ee77954e2c72cabb6\",\"im...   \n",
       " 17  {\"imId\":\"4759d4dc1cbc360ecd120ce14494f73d\",\"im...   \n",
       " 18  {\"imId\":\"10cb17dbe9129a5b9b730e23f2bd8f83\",\"im...   \n",
       " 19  {\"imId\":\"10cb17dbe9129a5b9b730e23f2bd8f83\",\"im...   \n",
       " 20  {\"imId\":\"c2ebc93c2061dc2d99eeb040770b0b48\",\"im...   \n",
       " 21  {\"imId\":\"19b052eb6628882f9427b88c78d2ff1f\",\"im...   \n",
       " 22  {\"imId\":\"45953011d729e1561681c420ebdc29ac\",\"im...   \n",
       " 23  {\"imId\":\"e67e1358c0c0b05753b510790bb3891f\",\"im...   \n",
       " 24  {\"imId\":\"e12799cb65d655ec1b4fb320fc878e26\",\"im...   \n",
       " 25  {\"imId\":\"207c380fb07ddad3e7b657921b02bb93\",\"im...   \n",
       " 26  {\"imId\":\"4944c1bd217547f99552a237d109804b\",\"im...   \n",
       " 27  {\"imId\":\"f42a812f8847eb770e33f8ac54fbf39e\",\"im...   \n",
       " 28  {\"imId\":\"484a678a1c8c6cb2ad8732728d6065d6\",\"im...   \n",
       " 29  {\"imId\":\"4599fb70152beed2e89ee1fba507436c\",\"im...   \n",
       " 30  {\"imId\":\"751d20834884aea5f1a24835218174fd\",\"im...   \n",
       " 31  {\"imId\":\"9259120684b7af5913f41eedf071201e\",\"im...   \n",
       " 32  {\"imId\":\"40cccb4567c1e4fc01ab80e4a8b96567\",\"im...   \n",
       " 33  {\"imId\":\"01f04928d62afed26bc971ec2e264ed1\",\"im...   \n",
       " 34  {\"imId\":\"31d15559a3983f547df213eecf88c70c\",\"im...   \n",
       " 35  {\"imId\":\"cd4305af8ce86bbf93bfd302333462b2\",\"im...   \n",
       " 36  {\"imId\":\"a6ecbb8d620b5506c1bd2b3e9fec8144\",\"im...   \n",
       " 37  {\"imId\":\"a8f0406d267ffd180d918dead5f37c60\",\"im...   \n",
       " 38  {\"imId\":\"244801797ab8ccb302f523e94e784db2\",\"im...   \n",
       " 39  {\"imId\":\"e4238e5255f32bc299eeb040770b0b48\",\"im...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                [to C, 移动端产品, IT互联网]  20230420110347   \n",
       " 1                     [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20230421073117   \n",
       " 2   [CRM产品, CRM系统, 电子商务, to C, 产品设计, 产品优化, Axure, ...  20230421085840   \n",
       " 3    [数据产品, 电商产品, 商业产品, 人工智能, 电子商务, 团队管理, 产品规划, 产品优化]  20230420173942   \n",
       " 4   [策略产品, 数据产品, 医疗设备/器械, 医疗行业, 产品规划, 产品设计, 竞品分析, ...  20230419101837   \n",
       " 5   [AI人工智能产品, 数据产品, 人工智能, 智能硬件, 智慧城市, 用户研究, 产品规划,...  20230413085935   \n",
       " 6               [支付产品, 平台产品, 支付行业, IT互联网, 产品规划, 产品设计]  20230308152231   \n",
       " 7   [数据产品, 客户端产品, 产品设计, 产品规划, 团队管理, 交互设计, 产品优化, 需求...  20230410114530   \n",
       " 8   [支付产品, 策略产品, 定价/竞价产品, 支付行业, 聚合支付, 产品规划, 产品设计, ...  20230420154127   \n",
       " 9   [平台产品, IT互联网, 产品规划, 产品设计, 需求调研, 市场调研, 数据分析, 团队管理]  20230215200813   \n",
       " 10                                         [采购, 产品设计]  20230420161859   \n",
       " 11                     [策略产品, 产品优化, 产品规划, 需求分析, 团队管理]  20230419091821   \n",
       " 12  [SaaS产品, SaaS系统, 产品设计, 产品规划, 用户研究, 流程设计, 原型设计,...  20230411105358   \n",
       " 13                           [风控产品, 平台产品, 产品设计, 团队管理]  20230413162433   \n",
       " 14                                       [数据产品, 中台产品]  20230417110744   \n",
       " 15                                  [数据产品, SAS, SPSS]  20230420164517   \n",
       " 16  [平台产品, 数据产品, 计算机软件, 产品设计, 产品优化, 用户研究, 竞品分析, 需求...  20230420152523   \n",
       " 17                                 [云桌面终端, IPTV, 一体机]  20230420140724   \n",
       " 18              [企业服务, 智能硬件, 海外产品, 汽车中控, 集控物联网, 办公会议]  20230420120326   \n",
       " 19  [企业服务, 客户端产品, 硬件产品, 计算机软件, 教育行业, 高职教育, 实业实训, 教...  20230420115111   \n",
       " 20                                       [团队管理, 数据治理]  20230420100356   \n",
       " 21  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 市场调研, 产品规划, 竞...  20230415095023   \n",
       " 22                                      [to B, IT互联网]  20230321115409   \n",
       " 23                                             [需求管理]  20230413094147   \n",
       " 24                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20230329092934   \n",
       " 25                                                 []  20230419084356   \n",
       " 26                                 [平台产品, 产品规划, 市场调研]  20220616175255   \n",
       " 27                                       [数据产品, 数据挖掘]  20230403100125   \n",
       " 28                        [供应链产品, 跨境电商, 物流产品规划, 库存管理]  20230419114113   \n",
       " 29  [AI人工智能产品, 机器学习, 深度学习, 人工智能, 人工智能领域, AI, 算法/AI...  20230403142127   \n",
       " 30                                             [硬件产品]  20230412110036   \n",
       " 31              [客户端产品, 医疗行业, 市场调研, 产品规划, 团队管理, 用户研究]  20230331115812   \n",
       " 32                                                 []  20230403113728   \n",
       " 33                                    [CRM产品, SaaS产品]  20230301163325   \n",
       " 34  [Xmind, 墨刀, 电商产品, 数据产品, 产品规划, 产品设计, 原型设计, 数据分析...  20230421112930   \n",
       " 35      [计算机软件, IT互联网, 产品设计, 移动端产品, 产品规划, 原型设计, 交互设计]  20230323162705   \n",
       " 36                                                 []  20230308105217   \n",
       " 37  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 市场调研, 产品规划, 团...  20230413210929   \n",
       " 38                                                 []  20230418000807   \n",
       " 39         [数据产品, 平台产品, 数据分析, 需求分析, 产品规划, 用户研究, 产品设计]  20230420175942   \n",
       " \n",
       "     job.topJob job.jobKind job.jobId                   job.title  \\\n",
       " 0        False           1  44561575                        产品经理   \n",
       " 1        False           1  43987981                    数据中台产品经理   \n",
       " 2        False           2  54800463              产品经理(crm/scrm)   \n",
       " 3        False           1  44420073            数据产品经理（要会Python）   \n",
       " 4        False           2  56011925               产品经理（医疗器械/设备）   \n",
       " 5        False           1  45221833                        产品经理   \n",
       " 6        False           2  28552653                        产品经理   \n",
       " 7        False           2  57655115           B端产品经理（商家/运营管理系统）   \n",
       " 8        False           1  44749711                    企业支付产品经理   \n",
       " 9        False           2  56151631                   产品经理（粤政易）   \n",
       " 10       False           2  46054915  B端供应链产品经理（商家系统） (MJ005418)   \n",
       " 11       False           2  57664639      产品经理/产品高级经理 (MJ002986)   \n",
       " 12       False           2  57689785               IT平台产品经理主管工程师   \n",
       " 13       False           1  45280255                        产品经理   \n",
       " 14       False           2  57589119                        产品经理   \n",
       " 15       False           1  43888297                      数据产品经理   \n",
       " 16       False           2  57348325                 产品经理（国内车联网）   \n",
       " 17       False           2  57975425                   云桌面终端产品经理   \n",
       " 18       False           1  45470981          海外软件产品经理（A股上市龙头企业）   \n",
       " 19       False           1  45470413        软件产品经理（实验实训）（A股上市龙头）   \n",
       " 20       False           1  45461961                    数据治理产品经理   \n",
       " 21       False           1  44352331                  产品经理（工控主板）   \n",
       " 22       False           2  57144425                      高级产品经理   \n",
       " 23       False           1  44561333                        产品经理   \n",
       " 24       False           1  44827109            创新数字化平台中心-数据产品经理   \n",
       " 25       False           2  54094485                  高级产品经理（食品）   \n",
       " 26       False           2  44590831                        产品经理   \n",
       " 27       False           1  44944507                      数据产品经理   \n",
       " 28       False           1  44931705                    电商物流产品经理   \n",
       " 29       False           1  44961783  AI应用产品经理（广州总部）# 90M0115489   \n",
       " 30       False           1  45220271        产品经理（数码，SSD，U盘，移动电源）   \n",
       " 31       False           1  44912587                        产品经理   \n",
       " 32       False           2  53229199                      区域产品经理   \n",
       " 33       False           2  50324187                   crm高级产品经理   \n",
       " 34       False           2  57889235                        产品经理   \n",
       " 35       False           2  57242603                  产品经理（智能家居）   \n",
       " 36       False           2  56773475      代客代理中心产品经理岗（衍生品交易产品经理）   \n",
       " 37       False           1  45110681                    产品经理（数码）   \n",
       " 38       False           2  44197541                        产品经理   \n",
       " 39       False           2  57470923                      数据产品经理   \n",
       " \n",
       "    job.requireWorkYears  job.salary  ...          recruiter.recruiterPhoto  \\\n",
       " 0                  3-5年      20-40k  ...   625e53869833cb6794f4c16304u.png   \n",
       " 1                  3-5年      20-25k  ...   60c86527d446c84fa51928c303u.jpg   \n",
       " 2                  3-5年      18-25k  ...   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 3                  3-5年  20-25k·14薪  ...   5f8fa3bc8dbe6273dcf85e5e08u.png   \n",
       " 4                 5-10年  20-30k·13薪  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5                  3-5年      20-30k  ...   61501dadcf573a724668629006u.png   \n",
       " 6                 5-10年        薪资面议  ...   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 7                  3-5年  20-40k·14薪  ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 8                  3-5年  20-30k·16薪  ...  642387b15f781e5cf71e4c0c06u.jpeg   \n",
       " 9                  3-5年  15-25k·16薪  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 10                5-10年  20-40k·14薪  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11                 3-5年      10-20k  ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 12                5-10年      30-40k  ...   54db0b2ca3107aece113c27302c.jpg   \n",
       " 13                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 14                5-10年      20-30k  ...   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 15                 3-5年      20-25k  ...   626fd3206375072a23377d5a08u.jpg   \n",
       " 16                5-10年      15-30k  ...   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17                 3-5年  15-25k·15薪  ...   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 18                5-10年  25-40k·17薪  ...   62d1278f8604e32a3078ea8f07u.png   \n",
       " 19                5-10年  25-40k·17薪  ...   62d1278f8604e32a3078ea8f07u.png   \n",
       " 20                 3-5年      25-35k  ...   64408e90e6a7af2d2874a2f805u.png   \n",
       " 21                 3-5年      15-25k  ...   60ed5d2ad7a78d2ad53fbb0d07u.jpg   \n",
       " 22                5-10年      20-30k  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 23                 3-5年      15-25k  ...  640540a534096f6e62b9a4bf01u.jpeg   \n",
       " 24                 3-5年  20-30k·14薪  ...   60666f1dbb0e210e47cbca3b03u.png   \n",
       " 25                5-10年      17-30k  ...   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 26                 经验不限      10-25k  ...   621dd1429e2af15c5056eaff01u.png   \n",
       " 27                 3-5年      22-27k  ...   5f8fa3bc8dbe6273dcf85e5e08u.png   \n",
       " 28                5-10年  40-50k·14薪  ...   6189d6e80fbad649146a120c05u.png   \n",
       " 29                 1-3年  17-22k·13薪  ...  6307358dfcd8e70344dcd0aa02u.jpeg   \n",
       " 30                5-10年      20-35k  ...   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 31                 3-5年      15-25k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 32                 3-5年        薪资面议  ...   5be945038e50de530bc5c87504a.jpg   \n",
       " 33                 3-5年  22-35k·14薪  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34                 3-5年  20-30k·13薪  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 35                 3-5年  15-25k·13薪  ...   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 36                 1-3年      15-30k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37                 3-5年      20-30k  ...  6424ea616fa04542d47590e701u.jpeg   \n",
       " 38                 3-5年  13-26k·24薪  ...   5f8f986aea60860b75384fab08u.jpg   \n",
       " 39                 3-5年  16-25k·14薪  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " \n",
       "    comp.compScale     comp.compName comp.compIndustry comp.compStage  \\\n",
       " 0        100-499人         中国电信全资子公司            互联网/电商          融资未公开   \n",
       " 1        500-999人     某广州大型专业技术服务公司            专业技术服务             A轮   \n",
       " 2      2000-5000人              湛蓝科技               互联网          融资未公开   \n",
       " 3      2000-5000人       某广州大型电子商务公司              电子商务          融资未公开   \n",
       " 4          50-99人  广东省新黄埔中医药联合创新研究院              医疗器械            NaN   \n",
       " 5        100-499人       某广州知名IT服务公司              IT服务          融资未公开   \n",
       " 6     5000-10000人      建信金融科技有限责任公司             计算机软件            NaN   \n",
       " 7     5000-10000人             SHEIN               互联网            NaN   \n",
       " 8     5000-10000人       某北京大型科技金融公司              科技金融           战略融资   \n",
       " 9      2000-5000人              数字广东               互联网            NaN   \n",
       " 10    5000-10000人             SHEIN               互联网            NaN   \n",
       " 11       10000人以上              海大集团           农/林/牧/渔         沪深A股上市   \n",
       " 12     2000-5000人             广汽研究院              整车制造            NaN   \n",
       " 13       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 14          1-49人    广东东联信创信息技术有限公司             计算机软件            NaN   \n",
       " 15       500-999人     某广州大型专业技术服务公司            专业技术服务             A轮   \n",
       " 16       100-499人              行致互联             计算机软件            NaN   \n",
       " 17       10000人以上                浪潮              IT服务            NaN   \n",
       " 18    5000-10000人      某知名计算机软件上市公司             计算机软件            已上市   \n",
       " 19    5000-10000人      某知名计算机软件上市公司             计算机软件            已上市   \n",
       " 20       100-499人        某广州计算机软件公司             计算机软件            NaN   \n",
       " 21       500-999人           某广州知名公司             计算机软件          融资未公开   \n",
       " 22     2000-5000人              致景科技              电子商务             D轮   \n",
       " 23     1000-2000人        某广州大型互联网公司               互联网          融资未公开   \n",
       " 24       100-499人         某广州咨询服务公司              咨询服务            NaN   \n",
       " 25     1000-2000人        广州奥昆食品有限公司          食品/饮料/酒水            NaN   \n",
       " 26       10000人以上      中国南方航空股份有限公司          货运/物流/仓储         沪深A股上市   \n",
       " 27       10000人以上       某广州农林牧渔上市公司           农/林/牧/渔            已上市   \n",
       " 28    5000-10000人           全球日消品巨头          食品/饮料/日化          融资未公开   \n",
       " 29       10000人以上       某上海大型专业服务公司            人力资源服务          不需要融资   \n",
       " 30       500-999人      某广州大型计算机软件公司             计算机软件          融资未公开   \n",
       " 31     2000-5000人       某广州医疗器械上市公司              医疗器械            已上市   \n",
       " 32     2000-5000人  三生国健药业(上海)股份有限公司                制药            已上市   \n",
       " 33     1000-2000人              探迹科技               互联网             B轮   \n",
       " 34       100-499人              白驹科技              电子商务            NaN   \n",
       " 35       100-499人        广东金朋科技有限公司              智能硬件            NaN   \n",
       " 36     2000-5000人              浦发银行                银行            NaN   \n",
       " 37       500-999人           某广州知名公司             计算机软件          融资未公开   \n",
       " 38    5000-10000人              广发证券          基金/证券/期货            已上市   \n",
       " 39       100-499人      广州心娱网络科技有限公司           在线社交/媒体            NaN   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png                                             \n",
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       " 3   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13241501/   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                             \n",
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       " 8   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 9   635f3558bc4bee6f5c71877b04u.png   https://www.liepin.com/company/9541320/   \n",
       " 10  5c64c511261c45f22d50d39303u.png   https://www.liepin.com/company/8706847/   \n",
       " 11  54d1e9be712e7147fd812a4002c.png    https://www.liepin.com/company/854827/   \n",
       " 12  5c6a7a0b509919c4f5f5af5a04u.png   https://www.liepin.com/company/8037646/   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 14  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13247941/   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 16  621326142d9e311f5012350303u.png  https://www.liepin.com/company/13073073/   \n",
       " 17  5bfe9ebf74719d2aa34ba2af03a.png   https://www.liepin.com/company/7893220/   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 22  60096cb986ddfd21f7c973d408u.png   https://www.liepin.com/company/8448877/   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 25  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13103111/   \n",
       " 26  613868297cc97c6c99be0da704u.png   https://www.liepin.com/company/8646248/   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 32  5dc3baf5cd52473b94bc804d04u.png   https://www.liepin.com/company/8979802/   \n",
       " 33  639937af821c6d513110e83301u.png   https://www.liepin.com/company/8836020/   \n",
       " 34  642e82c58b791015aae8d2ab04u.png  https://www.liepin.com/company/13414269/   \n",
       " 35  58e712317032d65ebc55a8ea05a.jpg   https://www.liepin.com/company/8306654/   \n",
       " 36  5bfea60174719d2aa34cf03003a.png   https://www.liepin.com/company/8790445/   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 38  5bfea33774719d2aa34c7eb903a.png   https://www.liepin.com/company/1421537/   \n",
       " 39  6061375c7d0dfc6f620a9fc201u.png   https://www.liepin.com/company/9686194/   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0              NaN             NaN         NaN  \n",
       " 1              NaN             NaN         NaN  \n",
       " 2                                   12227847.0  \n",
       " 3              NaN             NaN         NaN  \n",
       " 4                                   13241501.0  \n",
       " 5              NaN             NaN         NaN  \n",
       " 6                                    9749905.0  \n",
       " 7                                    8706847.0  \n",
       " 8              NaN             NaN         NaN  \n",
       " 9                                    9541320.0  \n",
       " 10                                   8706847.0  \n",
       " 11                                    854827.0  \n",
       " 12                                   8037646.0  \n",
       " 13             NaN             NaN         NaN  \n",
       " 14                                  13247941.0  \n",
       " 15             NaN             NaN         NaN  \n",
       " 16                                  13073073.0  \n",
       " 17                                   7893220.0  \n",
       " 18             NaN             NaN         NaN  \n",
       " 19             NaN             NaN         NaN  \n",
       " 20             NaN             NaN         NaN  \n",
       " 21             NaN             NaN         NaN  \n",
       " 22                                   8448877.0  \n",
       " 23             NaN             NaN         NaN  \n",
       " 24             NaN             NaN         NaN  \n",
       " 25                                  13103111.0  \n",
       " 26                                   8646248.0  \n",
       " 27             NaN             NaN         NaN  \n",
       " 28             NaN             NaN         NaN  \n",
       " 29             NaN             NaN         NaN  \n",
       " 30             NaN             NaN         NaN  \n",
       " 31             NaN             NaN         NaN  \n",
       " 32                                   8979802.0  \n",
       " 33                                   8836020.0  \n",
       " 34                                  13414269.0  \n",
       " 35                                   8306654.0  \n",
       " 36                                   8790445.0  \n",
       " 37             NaN             NaN         NaN  \n",
       " 38                                   1421537.0  \n",
       " 39                                   9686194.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " \n",
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       " \n",
       "                                            job.labels job.pcOuterLink  \\\n",
       " 0              [ppt, 架构设计, axure, visio, xmind, 数据分析]                   \n",
       " 1                                                  []             NaN   \n",
       " 2   [风控产品, 工具产品, 安全产品, 内容产品, 平台产品, 电商产品, 策略产品, 电子商...             NaN   \n",
       " 3   [数据产品, 计算机软件, 企业服务, 产品设计, 竞品分析, 原型设计, 需求分析, 团队...             NaN   \n",
       " 4                       [中台产品, 平台产品, 便利店, 产品优化, 产品设计]             NaN   \n",
       " 5   [商业产品, 数据产品, to C, to B, web端产品, 产品设计, 产品规划, 用...                   \n",
       " 6                                                  []                   \n",
       " 7   [平台产品, 数据产品, 客户端产品, IT互联网, 用户研究, 团队管理, 产品设计, 产...                   \n",
       " 8                      [企业服务, 工具产品, 产品规划, 产品设计, 竞品分析]             NaN   \n",
       " 9                                     [语音房, 玩法, 语音社交]             NaN   \n",
       " 10  [AI人工智能产品, 数据产品, 策略产品, 推荐产品, 工具产品, 人工智能, 团队管理,...             NaN   \n",
       " 11                                                 []                   \n",
       " 12                                [SFA系统, 产品经理, 英文口语]             NaN   \n",
       " 13                                             [数据产品]                   \n",
       " 14                       [商家平台产品经理, 卡券产品经理, 商家工具产品经理]                   \n",
       " 15  [家电行业, 消费品, 批发/零售, 电子商务, 策略产品, 供应链产品, 电商产品, 定价...             NaN   \n",
       " 16  [CRM产品, 产品规划, SaaS产品, ERP产品, IT互联网, 计算机软件, 云计算...                   \n",
       " 17   [支付产品, 平台产品, 支付行业, 产品设计, 产品规划, 产品优化, 用户研究, 流程设计]                   \n",
       " 18                                [IT互联网, 用户研究, 市场调研]                   \n",
       " 19                                  [中成药, 产品推广, 学术推广]             NaN   \n",
       " 20                     [中台产品, 平台产品, 交易产品, 支付产品, 金融产品]             NaN   \n",
       " 21  [硬件产品, 策略产品, 商业产品, 硬件系统集成, 用户研究, 市场调研, 产品规划, 竞...             NaN   \n",
       " 22                                                 []             NaN   \n",
       " 23                               [to C, 线上app, 手机小组件]             NaN   \n",
       " 24                                                 []             NaN   \n",
       " 25  [交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, Saa...                   \n",
       " 26                                [交互设计, Axure, 用户研究]                   \n",
       " 27  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 产品规划, 市场调研, 竞...             NaN   \n",
       " 28                                                 []                   \n",
       " 29  [数据产品, 计算机软件, IT互联网, 化学化工, 教育行业, 产品设计, 用户研究, 产...             NaN   \n",
       " 30                   [供应链产品, 电商产品, 批发/零售, 团队管理, 产品设计]             NaN   \n",
       " 31                                                 []                   \n",
       " 32  [硬件产品, 海外产品, 人工智能, 硬件系统集成, 智能硬件, 产品规划, 产品设计, 竞...                   \n",
       " 33                           [风控产品, 平台产品, 产品设计, 团队管理]             NaN   \n",
       " 34                                                 []                   \n",
       " 35                     [产品规划, 市场调研, 产品设计, to B, to G]                   \n",
       " 36  [市场调研, 竞品分析, 策略产品, to B, 产品规划, 需求分析, 产品优化, 团队管...                   \n",
       " 37                                                 []             NaN   \n",
       " 38                                 [硬件产品, 电商产品, 电子商务]                   \n",
       " 39                                                 []             NaN   \n",
       " \n",
       "    job.h5OuterLink                    job.title  job.salary  job.dq  \\\n",
       " 0                      高级产品经理(WMS方向) (MJ004770)  20-40k·14薪  广州-番禺区   \n",
       " 1              NaN                       金融产品经理      20-40k  广州-黄埔区   \n",
       " 2              NaN                   风控产品经理（P7）     80-110k  广州-海珠区   \n",
       " 3              NaN                       软件产品经理  20-35k·16薪      广州   \n",
       " 4              NaN              产品经理（日结中心）-国企正编      26-30k  广州-海珠区   \n",
       " 5                                        高级产品经理  30-40k·13薪  广州-番禺区   \n",
       " 6                                    产品经理(妇瘤领域）      20-40k  广州-海珠区   \n",
       " 7                     高级产品经理（B端效能工具） (MJ005767)  25-40k·14薪  广州-番禺区   \n",
       " 8              NaN                 软件产品经理（个人办公）  30-60k·16薪  广州-黄埔区   \n",
       " 9              NaN                  产品经理（语音房玩法）  25-45k·15薪      广州   \n",
       " 10             NaN                     AI应用产品经理  18-23k·15薪  广州-白云区   \n",
       " 11                                   产品经理（医疗器械）  10-20k·14薪  广州-黄埔区   \n",
       " 12             NaN               英文流利的海外SFA产品经理  25-40k·15薪  广州-黄埔区   \n",
       " 13                                       数据产品经理  30-55k·13薪  广州-南沙区   \n",
       " 14                                       商家产品经理        薪资面议      广州   \n",
       " 15             NaN                         产品经理      15-30k      广州   \n",
       " 16                               高级/资深产品经理（CRM）  30-40k·14薪  广州-番禺区   \n",
       " 17                                     交易支付产品经理  20-30k·16薪  广州-天河区   \n",
       " 18                                      高级产品经理-  18-28k·16薪      广州   \n",
       " 19             NaN                         产品经理      30-40k      广州   \n",
       " 20             NaN                         产品经理      23-30k      广州   \n",
       " 21             NaN                         产品经理  20-30k·13薪      广州   \n",
       " 22             NaN                      穿戴甲产品经理      15-25k  广州-海珠区   \n",
       " 23             NaN  高级产品经理（不要SAAS、教育、金融、电商等方向的）      20-30k  广州-天河区   \n",
       " 24             NaN                   硬件产品经理（云屏）  20-30k·14薪      广州   \n",
       " 25                                  产品经理岗（信息技术）  10-16k·15薪  广州-越秀区   \n",
       " 26                         产品经理（数字化） (MJ001940)      10-18k  广州-黄埔区   \n",
       " 27             NaN                   产品经理（工控主板）      15-25k      广州   \n",
       " 28                                   医药中央市场产品经理      15-25k  广州-海珠区   \n",
       " 29             NaN                         产品经理  25-50k·15薪  广州-黄埔区   \n",
       " 30             NaN                         产品经理  15-30k·14薪      广州   \n",
       " 31                                 产品经理（国际售后服务）  25-40k·17薪  广州-番禺区   \n",
       " 32                             智能机械产品经理（精准农业方向）  15-25k·14薪  广州-番禺区   \n",
       " 33             NaN              产品经理（风控前台)-国企正编      26-30k  广州-海珠区   \n",
       " 34                               电商产品经理(J10169)      12-20k      广州   \n",
       " 35                                         产品经理      13-18k  广州-海珠区   \n",
       " 36                      高级产品经理（家庭储能） (MJ000234)  30-40k·16薪  广州-黄埔区   \n",
       " 37             NaN                         产品经理      15-30k      广州   \n",
       " 38                                       电商产品经理      15-30k  广州-黄埔区   \n",
       " 39             NaN                       医药产品经理      15-20k  广州-天河区   \n",
       " \n",
       "     job.topJob job.jobKind  ... recruiter.chatted  \\\n",
       " 0        False           2  ...             False   \n",
       " 1        False           1  ...             False   \n",
       " 2        False           1  ...             False   \n",
       " 3        False           1  ...             False   \n",
       " 4        False           1  ...             False   \n",
       " 5        False           2  ...             False   \n",
       " 6        False           2  ...             False   \n",
       " 7        False           2  ...             False   \n",
       " 8        False           1  ...             False   \n",
       " 9        False           1  ...             False   \n",
       " 10       False           1  ...             False   \n",
       " 11       False           2  ...             False   \n",
       " 12       False           1  ...             False   \n",
       " 13       False           2  ...             False   \n",
       " 14       False           2  ...             False   \n",
       " 15       False           1  ...             False   \n",
       " 16       False           2  ...             False   \n",
       " 17       False           2  ...             False   \n",
       " 18       False           2  ...             False   \n",
       " 19       False           1  ...             False   \n",
       " 20       False           1  ...             False   \n",
       " 21       False           1  ...             False   \n",
       " 22       False           1  ...             False   \n",
       " 23       False           1  ...             False   \n",
       " 24       False           1  ...             False   \n",
       " 25       False           2  ...             False   \n",
       " 26       False           2  ...             False   \n",
       " 27       False           1  ...             False   \n",
       " 28       False           2  ...             False   \n",
       " 29       False           1  ...             False   \n",
       " 30       False           1  ...             False   \n",
       " 31       False           2  ...             False   \n",
       " 32       False           2  ...             False   \n",
       " 33       False           1  ...             False   \n",
       " 34       False           2  ...             False   \n",
       " 35       False           2  ...             False   \n",
       " 36       False           2  ...             False   \n",
       " 37       False           1  ...             False   \n",
       " 38       False           2  ...             False   \n",
       " 39       False           1  ...             False   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   d4384f080bd2b1305b79df179efbb4db   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   fb3805222eec26ceebfe862d3c1e6f8f   6170cd39e133050722879ad406u.jpg   \n",
       " 2   770f8d15fe11a815922ff0b9f4a56f11   612de190d3d9672368b2f53b07u.png   \n",
       " 3   ba6be1e2681c6cfca6429c376a205006   5dea380fcd52473b94f382a203u.jpg   \n",
       " 4   10f97c2455afd910fa874f00626b9602   642e8e49de25b83c3c8d509707u.png   \n",
       " 5   2002e4038ddd521d2a97ec07dd4fe672   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 6   42a2c62bf934a3d99dabcf9dd14166d8   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7   58d70b7e9ad43b96b251936dcfe36d4c   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 8   6581aa01b636d0e08fdbddb1e0920cee   623ad357dba87875df4a0eee03u.png   \n",
       " 9   55dba8d02d6fff719bea3c00f0d958f9   63437256fbee3d581c594d5105u.png   \n",
       " 10  c7817361471cad298bd435007738d62a  61c01f4f3d6c762de8f2844302u.jpeg   \n",
       " 11  c2c948e4ce5d2a8badb13a96bd4dd320   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 12  5911d5cbd9fd4b5a2bca552d3ed4af2d   61ebb7db24197d7c9f670fc507u.png   \n",
       " 13  d87080f127a73380801a94c22fcb7037   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 14  d67a620935e36e7774c82c488cf98222   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 15  b381d38f0cee8d1f61b78a0b0655986e   5f6b1f50dfb13a7dee2443fe01u.jpg   \n",
       " 16  e03984d71c0adc8ddd0e14376c7e385e   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 17  ea346221bb55ec757ea4fba3a6bb5199   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 18  3c7809eade2bdcbf731b0e7b4e6639e3   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 19  6190b6b1686816ce78b6517af0904d6d   60e26d922d4200293f5cc72b02u.jpg   \n",
       " 20  ecaac0abd81aefcf257a36ee7c877fa3   5f8fa3bc8dbe6273dcf85e5e08u.png   \n",
       " 21  fe226c4fab687cd75bf186b419fc5e51   5fe1dfa84e3661235833a01102u.jpg   \n",
       " 22  e147023c963d19906c9a1078a6f3c2c0   5e3e19ca29d83a675447d0dd01u.png   \n",
       " 23  5fca999c6761389ad73beda352500f9a   5f8fa3a8ea60860b75385c7208u.png   \n",
       " 24  1c833978da37a3f1385a869759266033   5fea941fc95fba5858bcbebe01u.png   \n",
       " 25  54cbd070baed9f4ed723ded599efb12c   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 26  d240723b0e912c8397fdbbeae47fcb1b   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 27  64172aee19197865f7d7518f086766d2  6424ea616fa04542d47590e701u.jpeg   \n",
       " 28  b3eeaee034e929a010343744be67ed4a   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29  f62a0fec29e935658f6e5a2365ec89af   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 30  f67d71875d23bd70c901b66b427fed31   622162d881a14b00fe471cc305u.png   \n",
       " 31  3936531b0aaffaa01698fc9aa35683d5   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 32  83a877f41bfd8aa9e341a7390aef35f7   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 33  10f97c2455afd910fa874f00626b9602   642e8e49de25b83c3c8d509707u.png   \n",
       " 34  22196dddc475ff27dbf195b55ab30d93   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 35  118f2107f1cffd78f06e67ddd0ac83fb   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 36  fddbc98a1ea9e996d781f7ff8d112098   62cd280092f1f01426a559ea02u.png   \n",
       " 37  46d62ab110122741e93199dbf59d48c4   637ac79174c3560fc436891d03u.png   \n",
       " 38  50e4790bda7c7061938172bfedd5833b   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 39  c9500f617e8709c5358439b263a1b094   63fc55f5f6f3654cff90476303u.png   \n",
       " \n",
       "    comp.compIndustry                    comp.compLogo      comp.compName  \\\n",
       " 0                互联网  5c64c511261c45f22d50d39303u.png              SHEIN   \n",
       " 1                互联网  60e2fe0bf3df194a3c48adb502u.png           某广州互联网公司   \n",
       " 2                互联网  60e2fe0bf3df194a3c48adb502u.png         某广州大型互联网公司   \n",
       " 3             人力资源服务  60e2fe0bf3df194a3c48adb502u.png            某专业服务公司   \n",
       " 4               IT服务  60e2fe0bf3df194a3c48adb502u.png          某广州IT服务公司   \n",
       " 5             贸易/进出口  626107277acc3629a34d3a5704u.png       广州得克信息咨询有限公司   \n",
       " 6                 制药  5bfe916674719d35745ad29703a.png               康方生物   \n",
       " 7                互联网  5c64c511261c45f22d50d39303u.png              SHEIN   \n",
       " 8              计算机软件  60e2fe0bf3df194a3c48adb502u.png          某广州知名上市公司   \n",
       " 9            在线社交/媒体  60e2fe0bf3df194a3c48adb502u.png      某大型知名互联网/电商公司   \n",
       " 10          食品/饮料/日化  60e2fe0bf3df194a3c48adb502u.png          某大型健康产品公司   \n",
       " 11              医疗器械  5db28c4dcd52473b94ae375c07u.png               中康医疗   \n",
       " 12                日化  60e2fe0bf3df194a3c48adb502u.png            某大型日化公司   \n",
       " 13            专业技术服务  5bfea37574719d2aa34c8a5c03a.png   毕马威中国 KPMG China   \n",
       " 14               区块链  5de4de98cd52473b94ead5d507u.jpg           蚁米控股有限公司   \n",
       " 15              电子商务  60e2fe0bf3df194a3c48adb502u.png            某电子商务公司   \n",
       " 16               互联网  639937af821c6d513110e83301u.png               探迹科技   \n",
       " 17               互联网  6268af86c62a82594f50cc8704u.png               网易集团   \n",
       " 18               互联网  635f3558bc4bee6f5c71877b04u.png               数字广东   \n",
       " 19                制药  60e2fe0bf3df194a3c48adb502u.png            某国内制药公司   \n",
       " 20              IT服务  60e2fe0bf3df194a3c48adb502u.png          某广州IT服务公司   \n",
       " 21             计算机软件  60e2fe0bf3df194a3c48adb502u.png       某广州大型计算机软件公司   \n",
       " 22            贸易/进出口  60e2fe0bf3df194a3c48adb502u.png           某广州互联网公司   \n",
       " 23               互联网  60e2fe0bf3df194a3c48adb502u.png           某广州互联网公司   \n",
       " 24              通信设备  60e2fe0bf3df194a3c48adb502u.png          某大型通信设备公司   \n",
       " 25          基金/证券/期货  61b07937d0458d53c627567e02u.jpg        广州交易所集团有限公司   \n",
       " 26             计算机软件  6242b195ca47ff43908033f907u.png           广电运通金融电子   \n",
       " 27             计算机软件  60e2fe0bf3df194a3c48adb502u.png            某广州知名公司   \n",
       " 28            专业技术服务  627b13d24924691322d3e9f802u.png  禾森纳(广东)健康咨询服务有限公司   \n",
       " 29             计算机软件  60e2fe0bf3df194a3c48adb502u.png          某广州知名上市公司   \n",
       " 30             机械/设备  60e2fe0bf3df194a3c48adb502u.png       某深圳大型机械/设备公司   \n",
       " 31             家具/家居  5e72de2a37483e328d5dac9407u.jpg         美的集团企业数字平台   \n",
       " 32       电子/半导体/集成电路  5bfe953474719dc6ed74134303a.png                中海达   \n",
       " 33              IT服务  60e2fe0bf3df194a3c48adb502u.png          某广州IT服务公司   \n",
       " 34              电子商务  62eb718e29badd322a14498d03u.png           LINSY 林氏   \n",
       " 35               互联网  6375971030feaf10965d4d0e02u.png      广州大白互联网科技有限公司   \n",
       " 36           电气机械/器材  5bfe8f8a74719d35745a755603a.png               三晶电气   \n",
       " 37                制药  60e2fe0bf3df194a3c48adb502u.png          某国内知名制药公司   \n",
       " 38             计算机软件  5bfe95c674719df0ac98e51303a.png               视源股份   \n",
       " 39              医药流通  60e2fe0bf3df194a3c48adb502u.png          某北京医药流通公司   \n",
       " \n",
       "    comp.compId comp.compScale                                 comp.link  \\\n",
       " 0    8706847.0    5000-10000人   https://www.liepin.com/company/8706847/   \n",
       " 1          NaN       100-499人                                             \n",
       " 2          NaN       10000人以上                                             \n",
       " 3          NaN          1-49人                                             \n",
       " 4          NaN       100-499人                                             \n",
       " 5    9483359.0       100-499人   https://www.liepin.com/company/9483359/   \n",
       " 6    8275623.0     2000-5000人   https://www.liepin.com/company/8275623/   \n",
       " 7    8706847.0    5000-10000人   https://www.liepin.com/company/8706847/   \n",
       " 8          NaN    5000-10000人                                             \n",
       " 9          NaN    5000-10000人                                             \n",
       " 10         NaN     2000-5000人                                             \n",
       " 11  10227609.0         50-99人  https://www.liepin.com/company/10227609/   \n",
       " 12         NaN    5000-10000人                                             \n",
       " 13   8169921.0    5000-10000人   https://www.liepin.com/company/8169921/   \n",
       " 14  10269839.0       100-499人  https://www.liepin.com/company/10269839/   \n",
       " 15         NaN       100-499人                                             \n",
       " 16   8836020.0     1000-2000人   https://www.liepin.com/company/8836020/   \n",
       " 17   5964833.0       10000人以上   https://www.liepin.com/company/5964833/   \n",
       " 18   9541320.0     2000-5000人   https://www.liepin.com/company/9541320/   \n",
       " 19         NaN       100-499人                                             \n",
       " 20         NaN       100-499人                                             \n",
       " 21         NaN       500-999人                                             \n",
       " 22         NaN       100-499人                                             \n",
       " 23         NaN         50-99人                                             \n",
       " 24         NaN       10000人以上                                             \n",
       " 25  13126133.0       100-499人  https://www.liepin.com/company/13126133/   \n",
       " 26   8547388.0       10000人以上   https://www.liepin.com/company/8547388/   \n",
       " 27         NaN       500-999人                                             \n",
       " 28  13197251.0         50-99人  https://www.liepin.com/company/13197251/   \n",
       " 29         NaN    5000-10000人                                             \n",
       " 30         NaN    5000-10000人                                             \n",
       " 31   8244054.0       10000人以上   https://www.liepin.com/company/8244054/   \n",
       " 32   6785693.0     1000-2000人   https://www.liepin.com/company/6785693/   \n",
       " 33         NaN       100-499人                                             \n",
       " 34   8134400.0    5000-10000人   https://www.liepin.com/company/8134400/   \n",
       " 35   8695948.0         50-99人   https://www.liepin.com/company/8695948/   \n",
       " 36   8946089.0       500-999人   https://www.liepin.com/company/8946089/   \n",
       " 37         NaN       100-499人                                             \n",
       " 38   7854025.0    5000-10000人   https://www.liepin.com/company/7854025/   \n",
       " 39         NaN         50-99人                                             \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1           融资未公开  \n",
       " 2             已上市  \n",
       " 3             NaN  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6            港股上市  \n",
       " 7             NaN  \n",
       " 8             已上市  \n",
       " 9            战略融资  \n",
       " 10          融资未公开  \n",
       " 11            NaN  \n",
       " 12            已上市  \n",
       " 13            NaN  \n",
       " 14            NaN  \n",
       " 15          融资未公开  \n",
       " 16             B轮  \n",
       " 17            已上市  \n",
       " 18            NaN  \n",
       " 19          融资未公开  \n",
       " 20            NaN  \n",
       " 21          融资未公开  \n",
       " 22          融资未公开  \n",
       " 23            天使轮  \n",
       " 24             其他  \n",
       " 25            NaN  \n",
       " 26         沪深A股上市  \n",
       " 27          融资未公开  \n",
       " 28            NaN  \n",
       " 29            已上市  \n",
       " 30          融资未公开  \n",
       " 31            NaN  \n",
       " 32            已上市  \n",
       " 33            NaN  \n",
       " 34             B轮  \n",
       " 35            NaN  \n",
       " 36            NaN  \n",
       " 37          融资未公开  \n",
       " 38         沪深A股上市  \n",
       " 39          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"孟女士\",\"imId\":\"fdb297e5cdef0dd...   \n",
       " 1   {\"recruiterName\":\"朱女士\",\"imId\":\"e92823ee8be3791...   \n",
       " 2   {\"recruiterName\":\"陈女士\",\"imId\":\"3856590f4c95362...   \n",
       " 3   {\"recruiterName\":\"汪女士\",\"imId\":\"d4d255439c55db2...   \n",
       " 4   {\"recruiterName\":\"黄女士\",\"imId\":\"f1babf1239ec0f7...   \n",
       " 5   {\"recruiterName\":\"齐女士\",\"imId\":\"2e2678cb5cd647b...   \n",
       " 6   {\"recruiterName\":\"邬女士\",\"imId\":\"f3e9109e8225cee...   \n",
       " 7   {\"recruiterName\":\"陈先生\",\"imId\":\"09769b50912e55a...   \n",
       " 8   {\"recruiterName\":\"王女士\",\"imId\":\"ae28de7e05e365e...   \n",
       " 9   {\"recruiterName\":\"庄女士\",\"imId\":\"1ff91052738743e...   \n",
       " 10  {\"recruiterName\":\"李女士\",\"imId\":\"47c7281c664c4cf...   \n",
       " 11  {\"recruiterName\":\"陈女士\",\"imId\":\"091704632b0de49...   \n",
       " 12  {\"recruiterName\":\"陈女士\",\"imId\":\"57d1feab0f44c5a...   \n",
       " 13  {\"recruiterName\":\"唐女士\",\"imId\":\"0b64e00a67b1d9a...   \n",
       " 14  {\"recruiterName\":\"郭女士\",\"imId\":\"88fc68c3e5aa2b3...   \n",
       " 15  {\"recruiterName\":\"臧女士\",\"imId\":\"6b598284f809685...   \n",
       " 16  {\"recruiterName\":\"胡女士\",\"imId\":\"20885e870931c56...   \n",
       " 17  {\"recruiterName\":\"纪女士\",\"imId\":\"84bda8083fce659...   \n",
       " 18  {\"recruiterName\":\"许女士\",\"imId\":\"8951c85dd8b85b3...   \n",
       " 19  {\"recruiterName\":\"李女士\",\"imId\":\"47c7281c664c4cf...   \n",
       " 20  {\"recruiterName\":\"胡女士\",\"imId\":\"20885e870931c56...   \n",
       " 21  {\"recruiterName\":\"杨女士\",\"imId\":\"6562ab6805ed6c3...   \n",
       " 22  {\"recruiterName\":\"杨先生\",\"imId\":\"2edd5d384c7f345...   \n",
       " 23  {\"recruiterName\":\"潘女士\",\"imId\":\"7054bea032224cb...   \n",
       " 24  {\"recruiterName\":\"胡女士\",\"imId\":\"20885e870931c56...   \n",
       " 25  {\"recruiterName\":\"林先生\",\"imId\":\"684fde117e1cc80...   \n",
       " 26  {\"recruiterName\":\"潘先生\",\"imId\":\"58a1a30e81a9f48...   \n",
       " 27  {\"recruiterName\":\"李女士\",\"imId\":\"3d984b48faf63c3...   \n",
       " 28  {\"recruiterName\":\"孔女士\",\"imId\":\"a59effad6b4824f...   \n",
       " 29  {\"recruiterName\":\"林女士\",\"imId\":\"96bc5ac5f2ea72f...   \n",
       " 30  {\"recruiterName\":\"孟女士\",\"imId\":\"df3f892a076757b...   \n",
       " 31  {\"recruiterName\":\"赵先生\",\"imId\":\"b69495e1f8cfa82...   \n",
       " 32  {\"recruiterName\":\"田先生\",\"imId\":\"3d916811f6aedd6...   \n",
       " 33  {\"recruiterName\":\"杨女士\",\"imId\":\"8a56296a046a659...   \n",
       " 34  {\"recruiterName\":\"谭女士\",\"imId\":\"2879a93a141a991...   \n",
       " 35  {\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...   \n",
       " 36  {\"recruiterName\":\"李女士\",\"imId\":\"0168b7090abcfb8...   \n",
       " 37  {\"recruiterName\":\"赵女士\",\"imId\":\"3b37f6bb027ba58...   \n",
       " 38  {\"recruiterName\":\"谭先生\",\"imId\":\"74319f538e9a626...   \n",
       " 39  {\"recruiterName\":\"陈先生\",\"imId\":\"f0258091c04d552...   \n",
       " \n",
       "                                              dataInfo     comp.compName  \\\n",
       " 0   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...     李氏大药厂(香港)有限公司   \n",
       " 1   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...    北京妙趣盒生文化传播有限公司   \n",
       " 2   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...      广东森宝文化实业有限公司   \n",
       " 3   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某国内制药上市公司   \n",
       " 4   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          某贸易进出口公司   \n",
       " 5   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...    广州智都投资控股集团有限公司   \n",
       " 6   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          某广州互联网公司   \n",
       " 7   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          运营商全资子公司   \n",
       " 8   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   文峰荟(广州)企业管理有限公司   \n",
       " 9   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              致景科技   \n",
       " 10  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   某国内大型食品/饮料/酒水公司   \n",
       " 11  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              丹霄技术   \n",
       " 12  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          某广州互联网公司   \n",
       " 13  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...            恒鼎文化传媒   \n",
       " 14  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...     某广州大型专业技术服务公司   \n",
       " 15  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              高重科技   \n",
       " 16  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州IT服务公司   \n",
       " 17  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州IT服务公司   \n",
       " 18  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              凯普生物   \n",
       " 19  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   某国内大型食品/饮料/酒水公司   \n",
       " 20  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州IT服务公司   \n",
       " 21  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          知名港资快消集团   \n",
       " 22  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...               一品红   \n",
       " 23  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              恒赢智航   \n",
       " 24  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州IT服务公司   \n",
       " 25  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...      某广州计算机软件上市公司   \n",
       " 26  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...     某大型基金/证券/期货公司   \n",
       " 27  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              视源股份   \n",
       " 28  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...        广州银行股份有限公司   \n",
       " 29  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...        某大型知名互联网公司   \n",
       " 30  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...  某深圳电子/半导体/集成电路公司   \n",
       " 31  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某宁波电子商务公司   \n",
       " 32  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              汤臣倍健   \n",
       " 33  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州知名上市公司   \n",
       " 34  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...      建信金融科技有限责任公司   \n",
       " 35  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...             某安防公司   \n",
       " 36  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...           某国内制药公司   \n",
       " 37  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              越亮传奇   \n",
       " 38  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...             泰容亿科技   \n",
       " 39  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          某广州互联网公司   \n",
       " \n",
       "    comp.compScale comp.compIndustry                    comp.compLogo  \\\n",
       " 0        500-999人                制药  5bfea0c574719d2aa34c074f03a.png   \n",
       " 1          50-99人               NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 2      1000-2000人               工艺品  61a5bb22f96ca95918aa2e9206u.png   \n",
       " 3      2000-5000人          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 4           1-49人            贸易/进出口  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 5          50-99人           其他商务服务业  61b07937d0458d53c627567e02u.jpg   \n",
       " 6        100-499人               互联网  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7        100-499人        内容(音视频/阅读)  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 8        500-999人              电子商务  634f899ab0584d35822417cb06u.png   \n",
       " 9      2000-5000人              电子商务  60096cb986ddfd21f7c973d408u.png   \n",
       " 10     2000-5000人          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 11       100-499人              电子商务  60af42bdd7e0220766018e7304u.png   \n",
       " 12                              互联网  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13          1-49人             文化艺术业  63da3c9d211aff1618cde20207u.png   \n",
       " 14       500-999人            专业技术服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 15       100-499人              人工智能  62860cf27933ee37f03c289902u.png   \n",
       " 16       100-499人              IT服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 17       100-499人              IT服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18     2000-5000人                制药  5bfe91b674719d35745ae24c03a.png   \n",
       " 19     2000-5000人          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 20       100-499人              IT服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 21     2000-5000人          食品/饮料/日化  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22       500-999人                制药  60f0012c66b5e17b60aa022905u.png   \n",
       " 23    5000-10000人              IT服务  5bfe91e274719d35745aeb5b03a.png   \n",
       " 24       100-499人              IT服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 25    5000-10000人             计算机软件  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26     2000-5000人          基金/证券/期货  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27    5000-10000人             计算机软件  5bfe95c674719df0ac98e51303a.png   \n",
       " 28    5000-10000人                银行  5bfe900574719d35745a8df003a.png   \n",
       " 29     1000-2000人               互联网  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 30                      电子/半导体/集成电路  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31       100-499人              电子商务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32     2000-5000人          食品/饮料/酒水  5ec39993f2540204574caa5008u.jpg   \n",
       " 33    5000-10000人             计算机软件  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 34    5000-10000人             计算机软件  62d900a5068a783307d8850402u.png   \n",
       " 35       100-499人              智能安防  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 36       100-499人                制药  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37       500-999人               互联网  5bfe9c5774719df0ac9a31bc03a.png   \n",
       " 38                             电子商务  6407f5d3a62c5e5a8dcc4aeb06u.png   \n",
       " 39         50-99人               互联网  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "     comp.compId                                 comp.link  \\\n",
       " 0     9510141.0   https://www.liepin.com/company/9510141/   \n",
       " 1    12846035.0  https://www.liepin.com/company/12846035/   \n",
       " 2    13001749.0  https://www.liepin.com/company/13001749/   \n",
       " 3           NaN                                             \n",
       " 4           NaN                                             \n",
       " 5    13183547.0  https://www.liepin.com/company/13183547/   \n",
       " 6           NaN                                             \n",
       " 7           NaN                                             \n",
       " 8    13297665.0  https://www.liepin.com/company/13297665/   \n",
       " 9     8448877.0   https://www.liepin.com/company/8448877/   \n",
       " 10          NaN                                             \n",
       " 11    9886227.0   https://www.liepin.com/company/9886227/   \n",
       " 12          NaN                                             \n",
       " 13   13393455.0  https://www.liepin.com/company/13393455/   \n",
       " 14          NaN                                             \n",
       " 15    9368549.0   https://www.liepin.com/company/9368549/   \n",
       " 16          NaN                                             \n",
       " 17          NaN                                             \n",
       " 18    8086509.0   https://www.liepin.com/company/8086509/   \n",
       " 19          NaN                                             \n",
       " 20          NaN                                             \n",
       " 21          NaN                                             \n",
       " 22    8788514.0   https://www.liepin.com/company/8788514/   \n",
       " 23    9600943.0   https://www.liepin.com/company/9600943/   \n",
       " 24          NaN                                             \n",
       " 25          NaN                                             \n",
       " 26          NaN                                             \n",
       " 27    7854025.0   https://www.liepin.com/company/7854025/   \n",
       " 28    6017109.0   https://www.liepin.com/company/6017109/   \n",
       " 29          NaN                                             \n",
       " 30          NaN                                             \n",
       " 31          NaN                                             \n",
       " 32    8080810.0   https://www.liepin.com/company/8080810/   \n",
       " 33          NaN                                             \n",
       " 34    9749905.0   https://www.liepin.com/company/9749905/   \n",
       " 35          NaN                                             \n",
       " 36          NaN                                             \n",
       " 37    1327734.0   https://www.liepin.com/company/1327734/   \n",
       " 38   13450471.0  https://www.liepin.com/company/13450471/   \n",
       " 39          NaN                                             \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                  []   \n",
       " 1                                              [数据分析]   \n",
       " 2    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       " 3                                                  []   \n",
       " 4                                                  []   \n",
       " 5                                                  []   \n",
       " 6                             [供应链产品, 采购, 物流快递, 产品设计]   \n",
       " 7               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]   \n",
       " 8                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]   \n",
       " 9                                              [架构设计]   \n",
       " 10  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...   \n",
       " 11                                       [c端产品, 数据分析]   \n",
       " 12                                              [制造业]   \n",
       " 13                                 [用户研究, 产品规划, 数据分析]   \n",
       " 14                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]   \n",
       " 15  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...   \n",
       " 16                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 17                           [中台产品, 平台产品, 产品优化, 产品设计]   \n",
       " 18                                 [产品设计, b端产品, 需求分析]   \n",
       " 19  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...   \n",
       " 20                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 21                                       [数据产品, 工具产品]   \n",
       " 22                                                 []   \n",
       " 23  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...   \n",
       " 24                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]   \n",
       " 25                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]   \n",
       " 26                               [金融产品, to B, web端产品]   \n",
       " 27                                         [办公软件、工具类]   \n",
       " 28                                                 []   \n",
       " 29         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]   \n",
       " 30  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...   \n",
       " 31                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]   \n",
       " 32              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]   \n",
       " 33                           [海外产品, 产品规划, 产品设计, 竞品分析]   \n",
       " 34                           [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       " 35                                                 []   \n",
       " 36                                                 []   \n",
       " 37                                            [计算机软件]   \n",
       " 38                              [竞品分析, 战略规划咨询, 消费者研究]   \n",
       " 39                                             [to C]   \n",
       " \n",
       "                        job.title  ...  job.requireEduLevel  \\\n",
       " 0                        产品经理-肿瘤  ...                   本科   \n",
       " 1                       潮玩盲盒产品经理  ...                   大专   \n",
       " 2                           产品经理  ...                   本科   \n",
       " 3                         电商产品经理  ...                本科及以上   \n",
       " 4                           品质PM  ...                大专及以上   \n",
       " 5                广花融资担保公司（筹）产品经理  ...                 统招本科   \n",
       " 6                      B端供应链产品经理  ...                 学历不限   \n",
       " 7                         高级产品经理  ...                 统招本科   \n",
       " 8                           产品经理  ...                 统招本科   \n",
       " 9               产品经理（支付）(J11223)  ...                   本科   \n",
       " 10                      AI应用产品经理  ...                本科及以上   \n",
       " 11                          产品经理  ...                   本科   \n",
       " 12                       MES产品经理  ...                 学历不限   \n",
       " 13                     文创产品经理/主管  ...                   大专   \n",
       " 14                    数据产品经理（中台）  ...                 统招本科   \n",
       " 15                        民航产品经理  ...                   本科   \n",
       " 16                    产品经理（商品中心）  ...                 学历不限   \n",
       " 17            产品经理（预售，员工分销）-国企正编  ...                 统招本科   \n",
       " 18                          产品经理  ...                 统招本科   \n",
       " 19  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  ...                 统招本科   \n",
       " 20                    产品经理（商品中心）  ...                 学历不限   \n",
       " 21                     AI应用产品经理   ...                本科及以上   \n",
       " 22                          产品经理  ...                   本科   \n",
       " 23                          产品经理  ...                   本科   \n",
       " 24                          产品经理  ...                 学历不限   \n",
       " 25                          产品经理  ...                 统招本科   \n",
       " 26                        高级产品经理  ...                硕士及以上   \n",
       " 27                        高级产品经理  ...                   本科   \n",
       " 28                         产品经理岗  ...                 统招本科   \n",
       " 29                    产品经理（数据方向）  ...                 学历不限   \n",
       " 30                          产品经理  ...                 学历不限   \n",
       " 31                      垂直电商产品经理  ...                本科及以上   \n",
       " 32                  产品经理(J11093)  ...                   本科   \n",
       " 33                      海外软件产品经理  ...                 统招本科   \n",
       " 34         产品经理-安全方向（广州）(J11694)  ...                   本科   \n",
       " 35                          产品经理  ...                本科及以上   \n",
       " 36                          产品经理  ...                 统招本科   \n",
       " 37                       物联网产品经理  ...                 统招本科   \n",
       " 38                        照明产品经理  ...                   本科   \n",
       " 39                    产品经理（c端经验）  ...                本科及以上   \n",
       " \n",
       "    job.requireWorkYears recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                  3-5年                     孟女士                            \n",
       " 1                  一年以下                     朱女士                     人资经理   \n",
       " 2                  1-3年                     陈女士                     招聘专员   \n",
       " 3                  3-5年                     汪女士                     猎头顾问   \n",
       " 4                  3-5年                     黄女士                     猎头顾问   \n",
       " 5                  1-3年                     齐女士                人力资源经理/主管   \n",
       " 6                  3-5年                     邬女士                     猎头顾问   \n",
       " 7                 5-10年                     陈先生                     猎头顾问   \n",
       " 8                  1-3年                     王女士                     人事专员   \n",
       " 9                 5-10年                     庄女士                   储备项目经理   \n",
       " 10                5-10年                     李女士                     猎头顾问   \n",
       " 11                 3-5年                     陈女士                            \n",
       " 12                5-10年                     陈女士                     猎头顾问   \n",
       " 13                 3-5年                     唐女士                            \n",
       " 14                 3-5年                     郭女士                     猎头顾问   \n",
       " 15                 3-5年                     臧女士                     人事主管   \n",
       " 16                5-10年                     胡女士                     猎头顾问   \n",
       " 17                5-10年                     纪女士                     猎头顾问   \n",
       " 18                 3-5年                     许女士                       HR   \n",
       " 19                5-10年                     李女士                     猎头顾问   \n",
       " 20                5-10年                     胡女士                     猎头顾问   \n",
       " 21                 1-3年                     杨女士                     猎头顾问   \n",
       " 22                5-10年                     杨先生               一品红药业集团管理员   \n",
       " 23                 经验不限                     潘女士                     招聘专员   \n",
       " 24                5-10年                     胡女士                     猎头顾问   \n",
       " 25                 经验不限                     林先生                     猎头顾问   \n",
       " 26                5-10年                     潘先生                     猎头顾问   \n",
       " 27                 3-5年                     李女士                    顾问(C)   \n",
       " 28                 3-5年                     孔女士                  总行人力资源部   \n",
       " 29                5-10年                     林女士                     猎头顾问   \n",
       " 30                10年以上                     孟女士                     猎头顾问   \n",
       " 31                 3-5年                     赵先生                     猎头顾问   \n",
       " 32                5-10年                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 33                 3-5年                     杨女士                     猎头顾问   \n",
       " 34                 3-5年                     谭女士                       HR   \n",
       " 35                 3-5年                     黎先生                     猎头顾问   \n",
       " 36                5-10年                     李女士                     猎头顾问   \n",
       " 37                 3-5年                     赵女士                   人力资源专员   \n",
       " 38                 3-5年                     谭先生                   照明产品总监   \n",
       " 39                5-10年                     陈先生                     猎头顾问   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0              False  fdb297e5cdef0dd5613348042573671f                    2   \n",
       " 1              False  e92823ee8be379166e8893c9219f7e03                    2   \n",
       " 2              False  3856590f4c95362ab8186adbf6c31dd6                    2   \n",
       " 3              False  d4d255439c55db2fe7b184a1ccff1ea4                    2   \n",
       " 4              False  f1babf1239ec0f75a8576116ff288909                    2   \n",
       " 5              False  2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       " 6              False  f3e9109e8225cee10e33f8ac54fbf39e                    2   \n",
       " 7              False  09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 8              False  ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 9              False  1ff91052738743e19809d03804875792                    2   \n",
       " 10             False  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 11             False  091704632b0de49d10eee5f74aeb3ab8                    2   \n",
       " 12             False  57d1feab0f44c5a4337193710fe42056                    2   \n",
       " 13             False  0b64e00a67b1d9a5e4b537e9b7803e4b                    2   \n",
       " 14             False  88fc68c3e5aa2b3bf4067025f1d6ce6f                    2   \n",
       " 15             False  6b598284f809685dd6a9d1214a39013b                    2   \n",
       " 16             False  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 17             False  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 18             False  8951c85dd8b85b3c062c1b1ee9c7454d                    2   \n",
       " 19             False  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 20             False  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 21             False  6562ab6805ed6c31063dfc1b00f6daab                    2   \n",
       " 22             False  2edd5d384c7f34508d1ff84e0a6c6898                    2   \n",
       " 23             False  7054bea032224cbe4a7a04e7d95591ea                    2   \n",
       " 24             False  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 25             False  684fde117e1cc80562cb88e0a323364d                    2   \n",
       " 26             False  58a1a30e81a9f4892980490a0cdf2257                    2   \n",
       " 27             False  3d984b48faf63c3239e48140c0193d97                    2   \n",
       " 28             False  a59effad6b4824f024eff958a002fd93                    2   \n",
       " 29             False  96bc5ac5f2ea72f19941166e65ebdb6f                    2   \n",
       " 30             False  df3f892a076757bf99c4538f2a55bd77                    2   \n",
       " 31             False  b69495e1f8cfa827dfb6df235db455f2                    2   \n",
       " 32             False  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 33             False  8a56296a046a659e01ab80e4a8b96567                    2   \n",
       " 34             False  2879a93a141a991dd1ab17cab7c5f1ad                    2   \n",
       " 35             False  a75b25f528b30730337193710fe42056                    2   \n",
       " 36             False  0168b7090abcfb8e5d887c62117912b0                    2   \n",
       " 37             False  3b37f6bb027ba58b78f5885b11a76839                    2   \n",
       " 38             False  74319f538e9a62649a60b5cc1b6a8566                    2   \n",
       " 39             False  f0258091c04d5525835da8f121f93219                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   b1f35a95cd2f090b1c1c01adbf9e90f1   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 1   cf01d8d7485481826ff0cb47906cd0c3   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2   37d22e9e32bcd9386756075cb8790a78   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 3   a44defc4937cd01db202bbcbb63c7c75   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 4   f47151fb4aacbf16827690e5f559968d   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 5   9224e21535a0770f9d45710a02ad2182   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 6   f06046ca920834767d2ca7799c8d3e58   6144210d021e5332beb3eaa601u.png   \n",
       " 7   8674b61a5d3a243db7d203dbacf6355b   6100ba7999bae10d052ceaa608u.png   \n",
       " 8   e36552938188a1aad74c93eafadb8eb7   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 9   0edff9f2bed18e31910319d799c6f231   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 10  52229be8ed4151f64b65e1f549214846   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 11  3c0fd732e6e278f10a3daa157d820ce0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 12  152ea0d1cc79245b5e0c2419e0c7889a   6041904cac649a4e4185175f05u.png   \n",
       " 13  8a3dae76bb73929dae2c75f2e9902c36   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 14  a9aff57fed3ec7e95e9eb1137e0cb75f   628c33a6256da95d600ec7a305u.jpg   \n",
       " 15  733059c92588c041f79ea0c10a8cbb1d  63749d37ea177d16a68dcfd601u.jpeg   \n",
       " 16  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 17  10f97c2455afd910fa874f00626b9602   642e8e49de25b83c3c8d509707u.png   \n",
       " 18  2f42fd874540276863bd63b74d34940c   54d1e78d712eb4f6b84c788f02c.jpg   \n",
       " 19  52229be8ed4151f64b65e1f549214846   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 20  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 21  0f67104d9d26e05a63878b22301425ad  636899c231cd614a2518fd6603u.jpeg   \n",
       " 22  446fa8eec304cee5246608e7b5510cdd   5f8f986aea60860b75384fab08u.jpg   \n",
       " 23  48f51445c66038af6c775cb4d7255adf   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 25  fe574404935c0d1e8b980cb130e246e9   60594891e67dd642e66167e607u.jpg   \n",
       " 26  427acd357091d000fbd248da0a9beae7   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 27  5c5868e999f36bcead5ac560c4a69325   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 28  3b122e2eb0f3601c98d7c9d26a3a9d56   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 29  5e8058dd221f3ba7f3197cbe382c253e   61763c997ee42471be22de7101u.png   \n",
       " 30  854021dc244dfb22cecfce0dea5b4198   641a757dffdf96787e4eef0105u.png   \n",
       " 31  790d3da71b57592a14c5890f16935246   60aef83a1d480101d4219a6e07u.png   \n",
       " 32  5553774e1dfc4bd94e578f26109225be   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 33  6581aa01b636d0e08fdbddb1e0920cee   623ad357dba87875df4a0eee03u.png   \n",
       " 34  425c4ebdbee0453e66ce3b2014455cb9   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 35  8b3d08baae34b6ce32673941a4fb8bc6   5fc838b87d6477448762618c01u.png   \n",
       " 36  7ce77a824e1b312a4f998cd52ca0257a   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 37  e8745aba1f44ddd621b2f8f304de3409   54d1e761712e7147fd8062c902c.jpg   \n",
       " 38  482d5a8bdcbf0b5931990edb605ae190   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 39  d86d5c9396eeeb4489698228b50e3b3d   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              NaN  \n",
       " 2              NaN  \n",
       " 3              已上市  \n",
       " 4            融资未公开  \n",
       " 5            融资未公开  \n",
       " 6            不需要融资  \n",
       " 7            融资未公开  \n",
       " 8              NaN  \n",
       " 9               D轮  \n",
       " 10           融资未公开  \n",
       " 11             NaN  \n",
       " 12             NaN  \n",
       " 13             NaN  \n",
       " 14              A轮  \n",
       " 15              C轮  \n",
       " 16             NaN  \n",
       " 17             NaN  \n",
       " 18          沪深A股上市  \n",
       " 19           融资未公开  \n",
       " 20             NaN  \n",
       " 21           融资未公开  \n",
       " 22          沪深A股上市  \n",
       " 23        其他股票市场上市  \n",
       " 24             NaN  \n",
       " 25             已上市  \n",
       " 26            战略融资  \n",
       " 27          沪深A股上市  \n",
       " 28             NaN  \n",
       " 29           融资未公开  \n",
       " 30             NaN  \n",
       " 31           融资未公开  \n",
       " 32          沪深A股上市  \n",
       " 33             已上市  \n",
       " 34             NaN  \n",
       " 35           融资未公开  \n",
       " 36           融资未公开  \n",
       " 37             NaN  \n",
       " 38             NaN  \n",
       " 39             天使轮  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e644bf32",
   "metadata": {},
   "source": [
    "## 数据分析\n",
    "\n",
    "### 1、职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "34340abe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d229c8d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022校招-营销中心-产品经理助理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>47544603</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>6</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20220926154947</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>制药</td>\n",
       "      <td>5da02d450c1585184590d96f08u.png</td>\n",
       "      <td>9803471.0</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023届提前批-产品经理 (MJ012344)</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>57974857</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>6</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230420135845</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>693385.0</td>\n",
       "      <td>广联达</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源数据产品经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>57191493</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>6</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230322141917</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网学习平台产品经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>57061851</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>6</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230322132453</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>光器件产品经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>56924959</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>6</td>\n",
       "      <td>应届</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230404115209</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>61aeb56ca53a6d21af3c33ed04u.png</td>\n",
       "      <td>12753371.0</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12753371/</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...</td>\n",
       "      <td>[]</td>\n",
       "      <td>43066789</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230404181136</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"imId\":\"0168b7090abcfb8...</td>\n",
       "      <td>[]</td>\n",
       "      <td>43773655</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230412133907</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>制药</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内制药公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>物联网产品经理</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"imId\":\"3b37f6bb027ba58...</td>\n",
       "      <td>[计算机软件]</td>\n",
       "      <td>57777369</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230413135515</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5bfe9c5774719df0ac9a31bc03a.png</td>\n",
       "      <td>1327734.0</td>\n",
       "      <td>越亮传奇</td>\n",
       "      <td>https://www.liepin.com/company/1327734/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>照明产品经理</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"谭先生\",\"imId\":\"74319f538e9a626...</td>\n",
       "      <td>[竞品分析, 战略规划咨询, 消费者研究]</td>\n",
       "      <td>57209449</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230322183423</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>6407f5d3a62c5e5a8dcc4aeb06u.png</td>\n",
       "      <td>13450471.0</td>\n",
       "      <td>泰容亿科技</td>\n",
       "      <td>https://www.liepin.com/company/13450471/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（c端经验）</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"imId\":\"f0258091c04d552...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>45061083</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230406161339</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>天使轮</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                   dataInfo  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2023届提前批-产品经理 (MJ012344)  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "人力资源数据产品经理                %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "互联网学习平台产品经理               %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "光器件产品经理                   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "...                                                                     ...   \n",
       "产品经理                      %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "产品经理                      %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "物联网产品经理                   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "照明产品经理                    %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "产品经理（c端经验）                %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "\n",
       "                                                                 dataParams  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       "2023届提前批-产品经理 (MJ012344)  {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       "人力资源数据产品经理                {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       "互联网学习平台产品经理               {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       "光器件产品经理                   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "...                                                                     ...   \n",
       "产品经理                      {\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...   \n",
       "产品经理                      {\"recruiterName\":\"李女士\",\"imId\":\"0168b7090abcfb8...   \n",
       "物联网产品经理                   {\"recruiterName\":\"赵女士\",\"imId\":\"3b37f6bb027ba58...   \n",
       "照明产品经理                    {\"recruiterName\":\"谭先生\",\"imId\":\"74319f538e9a626...   \n",
       "产品经理（c端经验）                {\"recruiterName\":\"陈先生\",\"imId\":\"f0258091c04d552...   \n",
       "\n",
       "                                                              job.labels  \\\n",
       "job.title                                                                  \n",
       "2022校招-营销中心-产品经理助理                                                  [本科]   \n",
       "2023届提前批-产品经理 (MJ012344)                          [本科, 产品设计, 用户研究, 产品规划]   \n",
       "人力资源数据产品经理                [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       "互联网学习平台产品经理                                 [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       "光器件产品经理                                           [硕士, 数据产品, 用户研究, 团队管理]   \n",
       "...                                                                  ...   \n",
       "产品经理                                                                  []   \n",
       "产品经理                                                                  []   \n",
       "物联网产品经理                                                          [计算机软件]   \n",
       "照明产品经理                                             [竞品分析, 战略规划咨询, 消费者研究]   \n",
       "产品经理（c端经验）                                                        [to C]   \n",
       "\n",
       "                         job.jobId  job.salary  job.dq job.jobKind  \\\n",
       "job.title                                                            \n",
       "2022校招-营销中心-产品经理助理        47544603       8-10k  广州-番禺区           6   \n",
       "2023届提前批-产品经理 (MJ012344)  57974857  15-25k·15薪  广州-越秀区           6   \n",
       "人力资源数据产品经理                57191493  19-20k·18薪  广州-天河区           6   \n",
       "互联网学习平台产品经理               57061851      19-25k      广州           6   \n",
       "光器件产品经理                   56924959  15-20k·14薪  广州-黄埔区           6   \n",
       "...                            ...         ...     ...         ...   \n",
       "产品经理                      43066789      15-30k      广州           1   \n",
       "产品经理                      43773655      15-30k  广州-天河区           1   \n",
       "物联网产品经理                   57777369      12-20k  广州-天河区           2   \n",
       "照明产品经理                    57209449  20-25k·13薪  广州-白云区           2   \n",
       "产品经理（c端经验）                45061083      20-40k  广州-天河区           1   \n",
       "\n",
       "                         job.campusJobKind  \\\n",
       "job.title                                    \n",
       "2022校招-营销中心-产品经理助理                      应届   \n",
       "2023届提前批-产品经理 (MJ012344)                应届   \n",
       "人力资源数据产品经理                              应届   \n",
       "互联网学习平台产品经理                             应届   \n",
       "光器件产品经理                                 应届   \n",
       "...                                    ...   \n",
       "产品经理                                   NaN   \n",
       "产品经理                                   NaN   \n",
       "物联网产品经理                                NaN   \n",
       "照明产品经理                                 NaN   \n",
       "产品经理（c端经验）                             NaN   \n",
       "\n",
       "                                                             job.dataPromId  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "2023届提前批-产品经理 (MJ012344)  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "人力资源数据产品经理                d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "互联网学习平台产品经理               d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "光器件产品经理                   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "...                                                                     ...   \n",
       "产品经理                      d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "产品经理                      d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "物联网产品经理                   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "照明产品经理                    d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "产品经理（c端经验）                d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "\n",
       "                         job.refreshTime  ...  recruiter.imUserType  \\\n",
       "job.title                                 ...                         \n",
       "2022校招-营销中心-产品经理助理        20220926154947  ...                     2   \n",
       "2023届提前批-产品经理 (MJ012344)  20230420135845  ...                     2   \n",
       "人力资源数据产品经理                20230322141917  ...                     2   \n",
       "互联网学习平台产品经理               20230322132453  ...                     2   \n",
       "光器件产品经理                   20230404115209  ...                     2   \n",
       "...                                  ...  ...                   ...   \n",
       "产品经理                      20230404181136  ...                     2   \n",
       "产品经理                      20230412133907  ...                     2   \n",
       "物联网产品经理                   20230413135515  ...                     2   \n",
       "照明产品经理                    20230322183423  ...                     2   \n",
       "产品经理（c端经验）                20230406161339  ...                     2   \n",
       "\n",
       "                         comp.compScale comp.compIndustry  \\\n",
       "job.title                                                   \n",
       "2022校招-营销中心-产品经理助理           1000-2000人                制药   \n",
       "2023届提前批-产品经理 (MJ012344)     2000-5000人               互联网   \n",
       "人力资源数据产品经理                  5000-10000人          基金/证券/期货   \n",
       "互联网学习平台产品经理                 5000-10000人          基金/证券/期货   \n",
       "光器件产品经理                          50-99人              通信设备   \n",
       "...                                 ...               ...   \n",
       "产品经理                           100-499人              智能安防   \n",
       "产品经理                           100-499人                制药   \n",
       "物联网产品经理                        500-999人               互联网   \n",
       "照明产品经理                                               电子商务   \n",
       "产品经理（c端经验）                       50-99人               互联网   \n",
       "\n",
       "                                            comp.compLogo  comp.compId  \\\n",
       "job.title                                                                \n",
       "2022校招-营销中心-产品经理助理        5da02d450c1585184590d96f08u.png    9803471.0   \n",
       "2023届提前批-产品经理 (MJ012344)  5bfe954674719dc6ed7416af03a.png     693385.0   \n",
       "人力资源数据产品经理                5bfea33774719d2aa34c7eb903a.png    1421537.0   \n",
       "互联网学习平台产品经理               5bfea33774719d2aa34c7eb903a.png    1421537.0   \n",
       "光器件产品经理                   61aeb56ca53a6d21af3c33ed04u.png   12753371.0   \n",
       "...                                                   ...          ...   \n",
       "产品经理                      60e2fe0bf3df194a3c48adb502u.png          NaN   \n",
       "产品经理                      60e2fe0bf3df194a3c48adb502u.png          NaN   \n",
       "物联网产品经理                   5bfe9c5774719df0ac9a31bc03a.png    1327734.0   \n",
       "照明产品经理                    6407f5d3a62c5e5a8dcc4aeb06u.png   13450471.0   \n",
       "产品经理（c端经验）                60e2fe0bf3df194a3c48adb502u.png          NaN   \n",
       "\n",
       "                         comp.compName  \\\n",
       "job.title                                \n",
       "2022校招-营销中心-产品经理助理              泰邦生物集团   \n",
       "2023届提前批-产品经理 (MJ012344)           广联达   \n",
       "人力资源数据产品经理                        广发证券   \n",
       "互联网学习平台产品经理                       广发证券   \n",
       "光器件产品经理                   高勘(广州)技术有限公司   \n",
       "...                                ...   \n",
       "产品经理                             某安防公司   \n",
       "产品经理                           某国内制药公司   \n",
       "物联网产品经理                           越亮传奇   \n",
       "照明产品经理                           泰容亿科技   \n",
       "产品经理（c端经验）                    某广州互联网公司   \n",
       "\n",
       "                                                         comp.link  \\\n",
       "job.title                                                            \n",
       "2022校招-营销中心-产品经理助理         https://www.liepin.com/company/9803471/   \n",
       "2023届提前批-产品经理 (MJ012344)    https://www.liepin.com/company/693385/   \n",
       "人力资源数据产品经理                 https://www.liepin.com/company/1421537/   \n",
       "互联网学习平台产品经理                https://www.liepin.com/company/1421537/   \n",
       "光器件产品经理                   https://www.liepin.com/company/12753371/   \n",
       "...                                                            ...   \n",
       "产品经理                                                                 \n",
       "产品经理                                                                 \n",
       "物联网产品经理                    https://www.liepin.com/company/1327734/   \n",
       "照明产品经理                    https://www.liepin.com/company/13450471/   \n",
       "产品经理（c端经验）                                                           \n",
       "\n",
       "                          comp.compStage job.requireEduLevel  \\\n",
       "job.title                                                      \n",
       "2022校招-营销中心-产品经理助理                   NaN                 NaN   \n",
       "2023届提前批-产品经理 (MJ012344)             已上市                 NaN   \n",
       "人力资源数据产品经理                           已上市                 NaN   \n",
       "互联网学习平台产品经理                          已上市                 NaN   \n",
       "光器件产品经理                               A轮                 NaN   \n",
       "...                                  ...                 ...   \n",
       "产品经理                               融资未公开               本科及以上   \n",
       "产品经理                               融资未公开                统招本科   \n",
       "物联网产品经理                              NaN                统招本科   \n",
       "照明产品经理                               NaN                  本科   \n",
       "产品经理（c端经验）                           天使轮               本科及以上   \n",
       "\n",
       "                         job.requireWorkYears  \n",
       "job.title                                      \n",
       "2022校招-营销中心-产品经理助理                        NaN  \n",
       "2023届提前批-产品经理 (MJ012344)                  NaN  \n",
       "人力资源数据产品经理                                NaN  \n",
       "互联网学习平台产品经理                               NaN  \n",
       "光器件产品经理                                   NaN  \n",
       "...                                       ...  \n",
       "产品经理                                     3-5年  \n",
       "产品经理                                    5-10年  \n",
       "物联网产品经理                                  3-5年  \n",
       "照明产品经理                                   3-5年  \n",
       "产品经理（c端经验）                              5-10年  \n",
       "\n",
       "[800 rows x 31 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a324b352",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'>' not supported between instances of 'str' and 'int'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_5032\\2787746523.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_产品经理\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdf_产品经理\u001b[0m\u001b[1;33m>\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\Annaconda\\lib\\site-packages\\pandas\\core\\ops\\common.py\u001b[0m in \u001b[0;36mnew_method\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m     68\u001b[0m         \u001b[0mother\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mitem_from_zerodim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     69\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 70\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     71\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     72\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mnew_method\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Annaconda\\lib\\site-packages\\pandas\\core\\arraylike.py\u001b[0m in \u001b[0;36m__gt__\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m     54\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0munpack_zerodim_and_defer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"__gt__\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     55\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__gt__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 56\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_cmp_method\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moperator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     57\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     58\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0munpack_zerodim_and_defer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"__ge__\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Annaconda\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_cmp_method\u001b[1;34m(self, other, op)\u001b[0m\n\u001b[0;32m   6941\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6942\u001b[0m         \u001b[1;31m# See GH#4537 for discussion of scalar op behavior\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6943\u001b[1;33m         \u001b[0mnew_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_dispatch_frame_op\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   6944\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_construct_result\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnew_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6945\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Annaconda\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_dispatch_frame_op\u001b[1;34m(self, right, func, axis)\u001b[0m\n\u001b[0;32m   6980\u001b[0m             \u001b[1;31m# i.e. scalar, faster than checking np.ndim(right) == 0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6981\u001b[0m             \u001b[1;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"ignore\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6982\u001b[1;33m                 \u001b[0mbm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_mgr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marray_op\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mright\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mright\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   6983\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_constructor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6984\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Annaconda\\lib\\site-packages\\pandas\\core\\internals\\managers.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, f, align_keys, ignore_failures, **kwargs)\u001b[0m\n\u001b[0;32m    300\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    301\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mcallable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 302\u001b[1;33m                     \u001b[0mapplied\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    303\u001b[0m                 \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    304\u001b[0m                     \u001b[0mapplied\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Annaconda\\lib\\site-packages\\pandas\\core\\internals\\blocks.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, **kwargs)\u001b[0m\n\u001b[0;32m    400\u001b[0m         \u001b[0mone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    401\u001b[0m         \"\"\"\n\u001b[1;32m--> 402\u001b[1;33m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    403\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    404\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_split_op_result\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Annaconda\\lib\\site-packages\\pandas\\core\\ops\\array_ops.py\u001b[0m in \u001b[0;36mcomparison_op\u001b[1;34m(left, right, op)\u001b[0m\n\u001b[0;32m    281\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    282\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 283\u001b[1;33m         \u001b[0mres_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcomp_method_OBJECT_ARRAY\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    284\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    285\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Annaconda\\lib\\site-packages\\pandas\\core\\ops\\array_ops.py\u001b[0m in \u001b[0;36mcomp_method_OBJECT_ARRAY\u001b[1;34m(op, x, y)\u001b[0m\n\u001b[0;32m     71\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvec_compare\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     72\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 73\u001b[1;33m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscalar_compare\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     74\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     75\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Annaconda\\lib\\site-packages\\pandas\\_libs\\ops.pyx\u001b[0m in \u001b[0;36mpandas._libs.ops.scalar_compare\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: '>' not supported between instances of 'str' and 'int'"
     ]
    }
   ],
   "source": [
    "df_产品经理[df_产品经理>2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "85334162",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'job.labels', 'job.jobId', 'job.salary',\n",
       "       'job.dq', 'job.jobKind', 'job.campusJobKind', 'job.dataPromId',\n",
       "       'job.refreshTime', 'job.topJob', 'job.pcOuterLink', 'job.h5OuterLink',\n",
       "       'job.link', 'job.advViewFlag', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.chatted',\n",
       "       'recruiter.recruiterPhoto', 'recruiter.recruiterId', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'comp.compScale', 'comp.compIndustry',\n",
       "       'comp.compLogo', 'comp.compId', 'comp.compName', 'comp.link',\n",
       "       'comp.compStage', 'job.requireEduLevel', 'job.requireWorkYears'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c61a5735",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>制药</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>广联达</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>光器件产品经理</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>制药</td>\n",
       "      <td>某国内制药公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>物联网产品经理</td>\n",
       "      <td>[计算机软件]</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>互联网</td>\n",
       "      <td>越亮传奇</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>照明产品经理</td>\n",
       "      <td>[竞品分析, 战略规划咨询, 消费者研究]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>泰容亿科技</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>产品经理（c端经验）</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>互联网</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    job.title                                      job.labels  \\\n",
       "0          2022校招-营销中心-产品经理助理                                            [本科]   \n",
       "1    2023届提前批-产品经理 (MJ012344)                          [本科, 产品设计, 用户研究, 产品规划]   \n",
       "2                  人力资源数据产品经理  [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       "3                 互联网学习平台产品经理                    [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       "4                     光器件产品经理                          [硕士, 数据产品, 用户研究, 团队管理]   \n",
       "..                        ...                                             ...   \n",
       "795                      产品经理                                              []   \n",
       "796                      产品经理                                              []   \n",
       "797                   物联网产品经理                                         [计算机软件]   \n",
       "798                    照明产品经理                           [竞品分析, 战略规划咨询, 消费者研究]   \n",
       "799                产品经理（c端经验）                                          [to C]   \n",
       "\n",
       "     job.salary  job.dq job.requireEduLevel job.requireWorkYears  \\\n",
       "0         8-10k  广州-番禺区                 NaN                  NaN   \n",
       "1    15-25k·15薪  广州-越秀区                 NaN                  NaN   \n",
       "2    19-20k·18薪  广州-天河区                 NaN                  NaN   \n",
       "3        19-25k      广州                 NaN                  NaN   \n",
       "4    15-20k·14薪  广州-黄埔区                 NaN                  NaN   \n",
       "..          ...     ...                 ...                  ...   \n",
       "795      15-30k      广州               本科及以上                 3-5年   \n",
       "796      15-30k  广州-天河区                统招本科                5-10年   \n",
       "797      12-20k  广州-天河区                统招本科                 3-5年   \n",
       "798  20-25k·13薪  广州-白云区                  本科                 3-5年   \n",
       "799      20-40k  广州-天河区               本科及以上                5-10年   \n",
       "\n",
       "    comp.compIndustry comp.compName comp.compScale  \n",
       "0                  制药        泰邦生物集团     1000-2000人  \n",
       "1                 互联网           广联达     2000-5000人  \n",
       "2            基金/证券/期货          广发证券    5000-10000人  \n",
       "3            基金/证券/期货          广发证券    5000-10000人  \n",
       "4                通信设备  高勘(广州)技术有限公司         50-99人  \n",
       "..                ...           ...            ...  \n",
       "795              智能安防         某安防公司       100-499人  \n",
       "796                制药       某国内制药公司       100-499人  \n",
       "797               互联网          越亮传奇       500-999人  \n",
       "798              电子商务         泰容亿科技                 \n",
       "799               互联网      某广州互联网公司         50-99人  \n",
       "\n",
       "[800 rows x 9 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f0bc0c49",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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